{
  "asOf": "2026-06-11T15:05:00Z",
  "mcp_tool_count": 13,
  "items": [
    {
      "id": "HLR-024",
      "slug": "klariqo",
      "name": "Klariqo",
      "category": "Voice",
      "publicStatus": "Scored – T1 Surface",
      "lane": "reviewed",
      "score": 58,
      "proofDepth": 40,
      "claimCoverage": 40,
      "setupCoverage": 0,
      "edgeCoverage": 0,
      "evidenceCount": 8,
      "assertionsPassed": 8,
      "assertionsFailed": 3,
      "momentum": 4,
      "summary": "Polished voice-agent platform for SMB outbound. Strong UX but enterprise-only pricing and a login wall block full verification.",
      "blockerLabel": "Login wall after landing",
      "nextStep": "T2 deep review available — contact for demo access.",
      "reviewId": "HLR-024",
      "publishedAt": "2026-05-10",
      "updatedAt": "2026-04-09",
      "watchUrl": null,
      "proofNote": "T1 surface review — 8 pages tested, ~40% of claims verifiable without login. C2PA-signed evidence bundle available.",
      "peerReview": {
        "status": "Partial",
        "coverage": 40,
        "notesCount": 3,
        "jsonReady": true
      },
      "detailUrl": "/reviews/klariqo/",
      "tier": "FADING",
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "id": "HLR-025",
      "slug": "baton",
      "name": "Baton",
      "category": "Frameworks & Eval",
      "publicStatus": "Scored – T1 Surface",
      "lane": "reviewed",
      "score": 64,
      "proofDepth": 65,
      "claimCoverage": 65,
      "setupCoverage": 0,
      "edgeCoverage": 0,
      "evidenceCount": 6,
      "assertionsPassed": 11,
      "assertionsFailed": 1,
      "momentum": 8,
      "summary": "Developer-first parallel agent orchestration with best-in-class UX. Pricing opacity is the only barrier to a STEADY score.",
      "blockerLabel": "No pricing published",
      "nextStep": "Publish pricing to unlock STEADY rating.",
      "reviewId": "HLR-025",
      "publishedAt": "2026-05-10",
      "updatedAt": "2026-04-09",
      "watchUrl": null,
      "proofNote": "T1 surface review — 6 pages tested, ~65% of claims verifiable without login. C2PA-signed evidence bundle available.",
      "peerReview": {
        "status": "Partial",
        "coverage": 65,
        "notesCount": 3,
        "jsonReady": true
      },
      "detailUrl": "/reviews/baton/",
      "tier": "FADING",
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "id": "HLR-026",
      "slug": "openowl",
      "name": "OpenOwl",
      "category": "Workflow & Automation",
      "publicStatus": "Scored – T1 Surface",
      "lane": "reviewed",
      "score": 50,
      "proofDepth": 30,
      "claimCoverage": 30,
      "setupCoverage": 0,
      "edgeCoverage": 0,
      "evidenceCount": 4,
      "assertionsPassed": 2,
      "assertionsFailed": 4,
      "momentum": 2,
      "summary": "Differentiated MCP desktop automation concept in early stage. Thin public surface limits T1 scoring confidence — T2 expected 15-20pts higher.",
      "blockerLabel": "Login wall immediately after landing",
      "nextStep": "T2 deep review when demo access is available.",
      "reviewId": "HLR-026",
      "publishedAt": "2026-05-10",
      "updatedAt": "2026-04-09",
      "watchUrl": null,
      "proofNote": "T1 surface review — 4 pages tested, ~30% of claims verifiable without login. C2PA-signed evidence bundle available.",
      "peerReview": {
        "status": "Partial",
        "coverage": 30,
        "notesCount": 2,
        "jsonReady": true
      },
      "detailUrl": "/reviews/openowl/",
      "tier": "FADING",
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "id": "HLR-001",
      "slug": "naoma-ai-demo-agent",
      "name": "Naoma AI Demo Agent",
      "category": "Customer Experience",
      "publicStatus": "Reviewed",
      "lane": "reviewed",
      "score": 80,
      "proofDepth": 100,
      "claimCoverage": 84,
      "setupCoverage": 91,
      "edgeCoverage": 72,
      "evidenceCount": 14,
      "assertionsPassed": 18,
      "assertionsFailed": 4,
      "momentum": 6,
      "summary": "Real customer-journey review completed and published with a final verdict.",
      "blockerLabel": "None",
      "nextStep": "Monitor follow-up product changes and new proof.",
      "reviewId": "HLR-001",
      "publishedAt": "2026-03-21",
      "updatedAt": "2026-03-29",
      "detailUrl": "/reviews/naoma-ai-demo-agent/",
      "watchUrl": "https://www.youtube.com/watch?v=v7dNVH-HE80",
      "proofNote": "Login, setup, and feature attempts reached review-grade proof depth.",
      "productUrl": "https://naoma.ai",
      "dimensions": {
        "strategic_alpha": 90,
        "craft": 80,
        "execution": 75,
        "value": 65
      },
      "peerReview": {
        "status": "Ready",
        "coverage": 72,
        "notesCount": 3,
        "jsonReady": true
      },
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "id": "HLR-021",
      "slug": "autoseo",
      "name": "AutoSEO",
      "category": "Marketing & Content",
      "publicStatus": "Verification In Progress",
      "lane": "verification",
      "score": null,
      "proofDepth": 31,
      "claimCoverage": 24,
      "setupCoverage": 12,
      "edgeCoverage": 0,
      "evidenceCount": 9,
      "assertionsPassed": 3,
      "assertionsFailed": 2,
      "momentum": -12,
      "summary": "Public claim review completed. Account creation path is currently closed to new users.",
      "blockerLabel": "Closed to new accounts",
      "nextStep": "Re-probe later or source sanctioned access.",
      "reviewId": "HLR-021",
      "publishedAt": null,
      "updatedAt": "2026-03-29",
      "watchUrl": null,
      "proofNote": "Marketing and auth surfaces were checked, but no in-product feature attempt was possible.",
      "peerReview": {
        "status": "Blocked",
        "coverage": 18,
        "notesCount": 1,
        "jsonReady": false
      },
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "id": "HLR-022",
      "slug": "aiapply",
      "name": "AIApply",
      "category": "Specialized verticals",
      "publicStatus": "Verification In Progress",
      "lane": "verification",
      "score": null,
      "proofDepth": 58,
      "claimCoverage": 46,
      "setupCoverage": 68,
      "edgeCoverage": 21,
      "evidenceCount": 11,
      "assertionsPassed": 8,
      "assertionsFailed": 3,
      "momentum": 9,
      "summary": "Trusted-browser login succeeded and onboarding advanced to the real checkout gate.",
      "blockerLabel": "Paid checkout before first feature run",
      "nextStep": "Needs budget approval or sanctioned trial to complete feature proof.",
      "reviewId": "HLR-022",
      "publishedAt": null,
      "updatedAt": "2026-03-29",
      "watchUrl": null,
      "proofNote": "This is a real customer-path attempt, but the first core feature remains blocked behind payment.",
      "peerReview": {
        "status": "Partial",
        "coverage": 39,
        "notesCount": 2,
        "jsonReady": false
      },
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "id": "HLR-023",
      "slug": "holo",
      "name": "Holo",
      "category": "Marketing & Content",
      "publicStatus": "Verification In Progress",
      "lane": "reviewed",
      "score": 50,
      "proofDepth": 47,
      "claimCoverage": 38,
      "setupCoverage": 54,
      "edgeCoverage": 18,
      "evidenceCount": 10,
      "assertionsPassed": 6,
      "assertionsFailed": 4,
      "momentum": -4,
      "summary": "Correct domain verified, login completed, then the app failed at a no-team or no-subscription entitlement gate.",
      "blockerLabel": "No team or subscription after login",
      "nextStep": "Needs entitled workspace or account provisioning before feature attempts.",
      "reviewId": "HLR-023",
      "publishedAt": "2026-05-10",
      "updatedAt": "2026-03-29",
      "watchUrl": null,
      "proofNote": "Post-login proof exists, but usable feature surface was not reached.",
      "peerReview": {
        "status": "Partial",
        "coverage": 34,
        "notesCount": 2,
        "jsonReady": false
      },
      "detailUrl": "/reviews/holo/",
      "tier": "FADING",
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "id": "HLR-17",
      "slug": "parahelp",
      "name": "Parahelp",
      "category": "Customer Experience",
      "publicStatus": "Proof Ready",
      "lane": "verification",
      "score": null,
      "proofDepth": 74,
      "claimCoverage": 83,
      "setupCoverage": 12,
      "edgeCoverage": 41,
      "evidenceCount": 8,
      "assertionsPassed": 10,
      "assertionsFailed": 0,
      "momentum": 18,
      "summary": "Attested public-site review is complete across product, use-case, customer-story, and trust surfaces. Publication assets are now the only missing step.",
      "blockerLabel": "Review and proof pages not live yet",
      "nextStep": "Build /reviews/parahelp/, add the Parahelp proof capsule, then ship the launch post, proof clip, and outreach sequence.",
      "reviewId": "HLR-17",
      "publishedAt": null,
      "updatedAt": "2026-03-30",
      "watchUrl": null,
      "proofNote": "Eight no-login captures plus security and trust-center evidence make this the strongest unpublished proof-backed run.",
      "peerReview": {
        "status": "Ready",
        "coverage": 61,
        "notesCount": 2,
        "jsonReady": true
      },
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "id": "SC-012",
      "slug": "aira",
      "name": "Aira",
      "category": "Specialized verticals",
      "publicStatus": "Scouted",
      "lane": "scouted",
      "score": null,
      "proofDepth": 8,
      "claimCoverage": 10,
      "setupCoverage": 0,
      "edgeCoverage": 0,
      "evidenceCount": 2,
      "assertionsPassed": 0,
      "assertionsFailed": 0,
      "momentum": 1,
      "summary": "Captured as a scout candidate from ads. Deep verification not started.",
      "blockerLabel": "Scouting stage",
      "nextStep": "Assess fit, access path, and visual proof potential.",
      "reviewId": "SC-012",
      "publishedAt": null,
      "updatedAt": "2026-03-29",
      "watchUrl": null,
      "proofNote": "Only intake and initial fit evaluation exist so far.",
      "peerReview": {
        "status": "Queued",
        "coverage": 0,
        "notesCount": 0,
        "jsonReady": false
      },
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "id": "SC-013",
      "slug": "parakeeet-ai",
      "name": "Parakeeet AI",
      "category": "Customer Experience",
      "publicStatus": "Scouted",
      "lane": "scouted",
      "score": null,
      "proofDepth": 8,
      "claimCoverage": 11,
      "setupCoverage": 0,
      "edgeCoverage": 0,
      "evidenceCount": 2,
      "assertionsPassed": 0,
      "assertionsFailed": 0,
      "momentum": 1,
      "summary": "Current strongest eligible Tier 1 UI candidate from intake, with a no-login public surface and stronger publishability than the newer under-enriched rows.",
      "blockerLabel": "Research needed before run",
      "nextStep": "Deepen claims research, validate demo path, and prepare first scout scenario.",
      "reviewId": "SC-013",
      "publishedAt": null,
      "updatedAt": "2026-03-29",
      "watchUrl": null,
      "proofNote": "Best current intake-led next evaluation candidate, but still short of real feature proof.",
      "peerReview": {
        "status": "Queued",
        "coverage": 12,
        "notesCount": 0,
        "jsonReady": false
      },
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "id": "HLR-86",
      "slug": "workbeaver",
      "name": "WorkBeaver",
      "category": "Productivity",
      "publicStatus": "Scored — T1 Surface",
      "lane": "reviewed",
      "score": 63.4,
      "proofDepth": 0,
      "claimCoverage": 0,
      "setupCoverage": 0,
      "edgeCoverage": 0,
      "evidenceCount": 0,
      "assertionsPassed": 0,
      "assertionsFailed": 0,
      "momentum": 4,
      "summary": "WorkBeaver's demonstration-based task learning lowers the bar for non-technical automation users. Free beta live with no login. Laddoo 63.4/100 FADING — editorial-only score, hands-on test deferred.",
      "blockerLabel": "Hands-on test deferred — editorial score only",
      "nextStep": "Re-test on next available session to reach STEADY.",
      "reviewId": "HLR-86",
      "publishedAt": "2026-04-18",
      "updatedAt": "2026-04-18",
      "detailUrl": "/reviews/workbeaver/",
      "watchUrl": "https://workbeaver.com",
      "proofNote": "Editorial-only T1 surface review — no-login access confirmed. C2PA signing deferred pending hands-on test.",
      "dimensions": {
        "strategic_alpha": 68,
        "craft": 62,
        "execution": 52,
        "value": 74
      },
      "agentUrl": "https://workbeaver.com",
      "peerReview": {
        "status": "Editorial",
        "coverage": 0,
        "notesCount": 4,
        "jsonReady": false
      },
      "source": "desk_research_unverified",
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "gumloop",
      "id": "gumloop-2026-04-26",
      "reviewId": "REV-GUMLOOP-2026-04-26",
      "name": "Gumloop",
      "category": "Workflow & Automation",
      "score": 80,
      "summary": "Gumloop is a no-code AI workflow builder with a Free tier (5k credits/month), tiered Pro plan starting at $37/mo, and integrations spanning Slack, Google, and more. Public surfaces audited 2026-04-26.",
      "publishedAt": "2026-04-26",
      "updatedAt": "2026-04-26",
      "productUrl": "https://www.gumloop.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA signed.",
      "watchUrl": "",
      "dimensions": null,
      "lane": "reviewed",
      "detailUrl": "/reviews/gumloop/",
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "aider",
      "id": "aider-2026-04-26",
      "reviewId": "REV-AIDER-2026-04-26",
      "name": "Aider",
      "category": "Coding",
      "score": 90,
      "summary": "Aider 0.86.2 — open-source AI pair-programming CLI. Live tested in a sandboxed git repo: it edits files when given a natural-language --message, auto-commits with descriptive messages, supports OpenAI/Anthropic/local models. MIT licensed.",
      "publishedAt": "2026-04-26",
      "updatedAt": "2026-04-26",
      "productUrl": "https://aider.chat",
      "proofNote": "Live CLI test. We installed via pip, ran a real edit task in a temp git repo, and verified the resulting file + commit.",
      "watchUrl": "",
      "dimensions": null,
      "lane": "reviewed",
      "detailUrl": "/reviews/aider/",
      "strategic_tier": "T1",
      "strategic_tier_rank": 1,
      "behavioral": {
        "status": "verified",
        "spec_version": "v0.1",
        "tier": "STEADY",
        "score": 80,
        "verdict": "4/5 tasks passed; 0 errored.",
        "passed": 4,
        "failed": 1,
        "errored": 0,
        "adapter": "cli-headless",
        "completed_at": "2026-05-17T16:51:24.762Z",
        "data_url": "/data/behavioral/aider.json"
      }
    },
    {
      "slug": "jared-so",
      "id": "jared-so-2026-05-01",
      "reviewId": "REV-JARED-SO-2026-05-01",
      "name": "jared-so",
      "category": "Productivity",
      "score": 40,
      "summary": "Public-surface review of jared-so.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "productUrl": "https://jared.so",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "lane": "reviewed",
      "detailUrl": "/reviews/jared-so/",
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "raccoon-ai",
      "id": "raccoon-ai-2026-05-01",
      "reviewId": "REV-RACCOON-AI-2026-05-01",
      "name": "raccoon-ai",
      "category": "Productivity",
      "score": 70,
      "summary": "Public-surface review of raccoon-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "productUrl": "https://raccoonai.tech",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "lane": "reviewed",
      "detailUrl": "/reviews/raccoon-ai/",
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "needle-2-0",
      "id": "needle-2-0-2026-05-01",
      "reviewId": "REV-NEEDLE-2-0-2026-05-01",
      "name": "needle-2-0",
      "category": "Productivity",
      "score": 80,
      "summary": "Public-surface review of needle-2-0.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "productUrl": "https://needle.app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "lane": "reviewed",
      "detailUrl": "/reviews/needle-2-0/",
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "zooclaw",
      "id": "zooclaw-2026-05-01",
      "reviewId": "REV-ZOOCLAW-2026-05-01",
      "name": "zooclaw",
      "category": "Productivity",
      "score": 40,
      "summary": "Public-surface review of zooclaw.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "productUrl": "https://zooclaw.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "lane": "reviewed",
      "detailUrl": "/reviews/zooclaw/",
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "agentpulse-by-rectify",
      "id": "agentpulse-by-rectify-2026-05-01",
      "reviewId": "REV-AGENTPULSE-BY-RECTIFY-2026-05-01",
      "name": "agentpulse-by-rectify",
      "category": "Workflow & Automation",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of agentpulse-by-rectify.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/agentpulse-by-rectify/",
      "productUrl": "https://www.rectify.dev/agentpulse",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "genspark",
      "id": "genspark-2026-05-01",
      "reviewId": "REV-GENSPARK-2026-05-01",
      "name": "genspark",
      "category": "Research",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of genspark.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/genspark/",
      "productUrl": "https://genspark.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "askiva",
      "id": "askiva-2026-05-01",
      "reviewId": "REV-ASKIVA-2026-05-01",
      "name": "askiva",
      "category": "Research",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of askiva.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/askiva/",
      "productUrl": "https://askiva.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "influcio",
      "id": "influcio-2026-05-01",
      "reviewId": "REV-INFLUCIO-2026-05-01",
      "name": "influcio",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": {
        "strategic_alpha": {
          "predicted": 60,
          "reasoning": "Real differentiation on conversion signals vs follower count, but crowded market and unclear product reality behind login wall."
        },
        "execution_grit": {
          "predicted": 40,
          "reasoning": "Pricing opacity and login wall make T2 delivery claims unverifiable; risk of AI-washing."
        },
        "craft_and_soul": {
          "predicted": 50,
          "reasoning": "PH #3 placement suggests reasonable UX but opaque pricing damages first impression."
        },
        "value_signal": {
          "predicted": 30,
          "reasoning": "No public pricing = poor transparency; estimated $99-$649/mo is high end for unverified ROI claims."
        }
      },
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/influcio/",
      "productUrl": "https://www.influcio.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "lindy-ai",
      "id": "lindy-ai-2026-05-01",
      "reviewId": "REV-LINDY-AI-2026-05-01",
      "name": "lindy-ai",
      "category": "AI Agent",
      "score": 50,
      "lane": "reviewed",
      "summary": {
        "strategic_alpha": {
          "predicted": 75,
          "reasoning": "4,000+ integrations + agent swarms is a strong moat; competitive intelligence use case is highly valuable and differentiated."
        },
        "execution_grit": {
          "predicted": 65,
          "reasoning": "Free tier limits + potential rate-limiting on web scrapers could undermine reliability; 4,000 integrations breadth vs depth tradeoff."
        },
        "craft_and_soul": {
          "predicted": 72,
          "reasoning": "Known for clean interface; founder (@Altimor) has 44K followers suggesting community trust and polished execution."
        },
        "value_signal": {
          "predicted": 55,
          "reasoning": "Free tier is real but limited; credit consumption opacity at scale is a known community concern."
        }
      },
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/lindy-ai/",
      "productUrl": "https://lindy.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "ovren",
      "id": "ovren-2026-05-01",
      "reviewId": "REV-OVREN-2026-05-01",
      "name": "ovren",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": {
        "strategic_alpha": {
          "predicted": 72,
          "reasoning": "Dual-role FE+BE agents delivering reviewable PRs is highly differentiated vs IDE copilots; PH Apr 16 launch."
        },
        "execution_grit": {
          "predicted": 50,
          "reasoning": "GitHub auth + unconfirmed product URL limits T2 testability; PR quality claim unverifiable."
        },
        "craft_and_soul": {
          "predicted": 60,
          "reasoning": "Developer-focused product likely has solid UX but GitHub-only access narrows appeal."
        },
        "value_signal": {
          "predicted": 45,
          "reasoning": "Pricing unknown — unclear if there's a free tier or trial, which is a red flag for adoption."
        }
      },
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/ovren/",
      "productUrl": "https://www.producthunt.com/products/ovren",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "panorama",
      "id": "panorama-2026-05-01",
      "reviewId": "REV-PANORAMA-2026-05-01",
      "name": "panorama",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": {
        "strategic_alpha": {
          "predicted": 65,
          "reasoning": "Passive intelligence angle is genuinely differentiated — most automation tools require manual mapping first."
        },
        "execution_grit": {
          "predicted": 45,
          "reasoning": "Actual URL is PH placeholder; real product URL unconfirmed, raising concerns about delivery."
        },
        "craft_and_soul": {
          "predicted": 60,
          "reasoning": "362 PH upvotes suggest reasonable UX; team-view differentiator adds craftsmanship."
        },
        "value_signal": {
          "predicted": 50,
          "reasoning": "Free tier confirmed but paid pricing unknown — partial transparency."
        }
      },
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/panorama/",
      "productUrl": "https://www.producthunt.com/products/panorama",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "poke",
      "id": "poke-2026-05-01",
      "reviewId": "REV-POKE-2026-05-01",
      "name": "poke",
      "category": "AI Agent",
      "score": 60,
      "lane": "reviewed",
      "summary": {
        "strategic_alpha": {
          "predicted": 72,
          "reasoning": "Genuinely novel distribution angle — SMS/messaging as the interface removes all friction; strong VC validation at $300M valuation."
        },
        "execution_grit": {
          "predicted": 60,
          "reasoning": "Core claim (no signup needed) is verifiable at T1; multi-step automation via SMS is hard to test deeply without real usage."
        },
        "craft_and_soul": {
          "predicted": 75,
          "reasoning": "Zero-friction onboarding is the highest possible craft signal; iMessage/WhatsApp native feels seamless by design."
        },
        "value_signal": {
          "predicted": 65,
          "reasoning": "Free no-signup tier is excellent; usage-based pricing opacity is the only concern."
        }
      },
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/poke/",
      "productUrl": "https://pokee.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "spine-ai",
      "id": "spine-ai-2026-05-01",
      "reviewId": "REV-SPINE-AI-2026-05-01",
      "name": "spine-ai",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": {
        "strategic_alpha": {
          "predicted": 70,
          "reasoning": "Genuine differentiation with visual swarm canvas + YC-backing; solves real orchestration complexity without code."
        },
        "execution_grit": {
          "predicted": 50,
          "reasoning": "Login wall blocks T2 surface testing; autopilot and integrations unverifiable without account."
        },
        "craft_and_soul": {
          "predicted": 65,
          "reasoning": "Visual canvas is a UX differentiator; onboarding complexity around credit system may hurt first-run experience."
        },
        "value_signal": {
          "predicted": 55,
          "reasoning": "Free tier exists but 2,000 credits/month may burn quickly for medium-complexity tasks."
        }
      },
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/spine-ai/",
      "productUrl": "https://www.getspine.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "synthflow-ai",
      "id": "synthflow-ai-2026-05-01",
      "reviewId": "REV-SYNTHFLOW-AI-2026-05-01",
      "name": "synthflow-ai",
      "category": "AI Agent",
      "score": 80,
      "lane": "reviewed",
      "summary": {
        "strategic_alpha": {
          "predicted": 68,
          "reasoning": "Voice AI agent space is heating up; no-code positioning is strong but competition from Vapi, UserCall, and Bland is intense."
        },
        "execution_grit": {
          "predicted": 65,
          "reasoning": "No login required at surface + T1 auto status suggests strong testability; real-time voice quality needs verification."
        },
        "craft_and_soul": {
          "predicted": 70,
          "reasoning": "Auth=No login means clean onboarding; voice product UX depends heavily on demo quality."
        },
        "value_signal": {
          "predicted": 55,
          "reasoning": "Free trial exists but pricing opacity is common in voice AI; unknown credit consumption."
        }
      },
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/synthflow-ai/",
      "productUrl": "https://synthflow.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "flux",
      "id": "flux-2026-05-01",
      "reviewId": "REV-FLUX-2026-05-01",
      "name": "flux",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": {
        "strategic_alpha": {
          "predicted": 65,
          "reasoning": "Novel distribution channel (iMessage) removes app-install friction. Genuine insight but small TAM (iPhone-only), open-source means no moat, and dev-only audience limits mass adoption."
        },
        "execution_grit": {
          "predicted": 50,
          "reasoning": "CLI deploy claim is verifiable via GitHub and PH demos. No login wall. But real test requires an iPhone + running the CLI — surface-level verification only at T1."
        },
        "craft_and_soul": {
          "predicted": 55,
          "reasoning": "Framing is strong ('agents as friends'), PH launch validates interest, GitHub repo shows active dev. UX limited by iMessage client constraints."
        },
        "value_signal": {
          "predicted": 75,
          "reasoning": "Fully open-source and free. Transparent GitHub codebase. Self-host model means no vendor lock-in. Excellent value transparency."
        }
      },
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/flux/",
      "productUrl": "https://www.producthunt.com/products/flux-14",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "agentmail",
      "id": "agentmail-2026-05-01",
      "reviewId": "REV-AGENTMAIL-2026-05-01",
      "name": "agentmail",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": {
        "strategic_alpha": {
          "predicted": 75,
          "reasoning": "Real infrastructure gap — agents need email and no prior solution was agent-native. $6M seed + YC validates market. MCP server shows framework-thinking. Differentiated from generic SMTP tools."
        },
        "execution_grit": {
          "predicted": 70,
          "reasoning": "Public API docs, free tier testable without enterprise gate, real-time events verifiable via webhook test. SOC 2 Type II is credible trust signal. Claims concrete and checkable."
        },
        "craft_and_soul": {
          "predicted": 65,
          "reasoning": "Developer-first product with clean API design. agentmail.to docs site likely well-structured (YC-backed teams usually execute on DX). No fluff — functional focus."
        },
        "value_signal": {
          "predicted": 65,
          "reasoning": "Free tier with 3 inboxes is genuine entry point. $20/mo for 10 inboxes is fair for infra service. Pricing is public and transparent — good score."
        }
      },
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/agentmail/",
      "productUrl": "https://agentmail.to",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "lmarena",
      "id": "lmarena-2026-05-01",
      "reviewId": "REV-LMARENA-2026-05-01",
      "name": "Chatbot Arena (LMArena)",
      "category": "Frameworks & Eval",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public side-by-side LLM comparison platform. Type a prompt, get two anonymous model answers, vote which is better. Used as the de facto LLM leaderboard.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/lmarena/",
      "productUrl": "https://lmarena.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "perplexity",
      "id": "perplexity-2026-05-01",
      "reviewId": "REV-PERPLEXITY-2026-05-01",
      "name": "Perplexity",
      "category": "Research",
      "score": 53,
      "lane": "reviewed",
      "summary": "AI-powered answer engine with cited sources. Public no-login basic queries. Pro tier for advanced reasoning models.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/perplexity/",
      "productUrl": "https://www.perplexity.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "happycapy",
      "id": "happycapy-2026-05-01",
      "reviewId": "REV-HAPPYCAPY-2026-05-01",
      "name": "happycapy",
      "category": "AI Agent",
      "score": 90,
      "lane": "reviewed",
      "summary": {
        "strategic_alpha": {
          "predicted": 65,
          "reasoning": "Compelling framing — browser-native agent computer removes setup friction. Trickle team credibility + 926 PH upvotes + runner-up AI Product of Year suggests real execution. But crowded sandbox market."
        },
        "execution_grit": {
          "predicted": 35,
          "reasoning": "Login required for all meaningful functionality. Free tier limited Claude Code access makes core claims hard to verify at T1 surface. Sandbox environment behind auth wall."
        },
        "craft_and_soul": {
          "predicted": 62,
          "reasoning": "Very high PH launch engagement (926 upvotes, runner-up AI Product of Year). Trickle team known for design quality. Live visual desktop and skill composability are UX-forward concepts."
        },
        "value_signal": {
          "predicted": 50,
          "reasoning": "Free tier exists but limited. Pro tier pricing not publicly listed (opacity penalty). Max at $200/mo is expensive — only viable for heavy users. Pricing transparency mixed."
        }
      },
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/happycapy/",
      "productUrl": "https://happycapy.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "back4app-ai-agent",
      "id": "back4app-ai-agent-2026-05-01",
      "reviewId": "REV-BACK4APP-AI-AGENT-2026-05-01",
      "name": "Back4app AI Agent",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Back4app AI Agent",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/back4app-ai-agent/",
      "productUrl": "https://www.back4app.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "luma-ai-agents",
      "id": "luma-ai-agents-2026-05-01",
      "reviewId": "REV-LUMA-AI-AGENTS-2026-05-01",
      "name": "Luma AI Agents",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Luma AI Agents",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/luma-ai-agents/",
      "productUrl": "https://lumalabs.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "agent-ai",
      "id": "agent-ai-2026-05-01",
      "reviewId": "REV-AGENT-AI-2026-05-01",
      "name": "Agent.ai",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Agent.ai",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/agent-ai/",
      "productUrl": "https://agent.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "windsurf",
      "id": "windsurf-2026-05-01",
      "reviewId": "REV-WINDSURF-2026-05-01",
      "name": "Windsurf",
      "category": "Coding",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Windsurf",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/windsurf/",
      "productUrl": "https://codeium.com/windsurf",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "cal-com-ai-agents",
      "id": "cal-com-ai-agents-2026-05-01",
      "reviewId": "REV-CAL-COM-AI-AGENTS-2026-05-01",
      "name": "Cal.com AI Agents",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Cal.com AI Agents",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cal-com-ai-agents/",
      "productUrl": "https://cal.com/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "usercall",
      "id": "usercall-2026-05-01",
      "reviewId": "REV-USERCALL-2026-05-01",
      "name": "UserCall",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of UserCall",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/usercall/",
      "productUrl": "https://usercall.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "mindstudio",
      "id": "mindstudio-2026-05-01",
      "reviewId": "REV-MINDSTUDIO-2026-05-01",
      "name": "MindStudio",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of MindStudio",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/mindstudio/",
      "productUrl": "https://www.mindstudio.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "foyer",
      "id": "foyer-2026-05-01",
      "reviewId": "REV-FOYER-2026-05-01",
      "name": "Foyer",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Foyer",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/foyer/",
      "productUrl": "https://foyer.work",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "hubspot-breeze",
      "id": "hubspot-breeze-2026-05-01",
      "reviewId": "REV-HUBSPOT-BREEZE-2026-05-01",
      "name": "HubSpot Breeze",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of HubSpot Breeze",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hubspot-breeze/",
      "productUrl": "https://www.hubspot.com/products/breeze",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "octoclaw",
      "id": "octoclaw-2026-05-01",
      "reviewId": "REV-OCTOCLAW-2026-05-01",
      "name": "OctoClaw",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of OctoClaw",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/octoclaw/",
      "productUrl": "https://octoclaw.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "molmoweb",
      "id": "molmoweb-2026-05-01",
      "reviewId": "REV-MOLMOWEB-2026-05-01",
      "name": "MolmoWeb",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of MolmoWeb",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/molmoweb/",
      "productUrl": "https://molmo.allenai.org",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "guide-ai",
      "id": "guide-ai-2026-05-01",
      "reviewId": "REV-GUIDE-AI-2026-05-01",
      "name": "Guide",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Guide",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/guide-ai/",
      "productUrl": "https://guide.app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "adobe-firefly",
      "id": "adobe-firefly-2026-05-01",
      "reviewId": "REV-ADOBE-FIREFLY-2026-05-01",
      "name": "Adobe Firefly",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Adobe Firefly",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/adobe-firefly/",
      "productUrl": "https://firefly.adobe.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "tad-ai",
      "id": "tad-ai-2026-05-01",
      "reviewId": "REV-TAD-AI-2026-05-01",
      "name": "Tad AI",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Tad AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/tad-ai/",
      "productUrl": "https://tad.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "genfuse-ai",
      "id": "genfuse-ai-2026-05-01",
      "reviewId": "REV-GENFUSE-AI-2026-05-01",
      "name": "GenFuse AI",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of GenFuse AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/genfuse-ai/",
      "productUrl": "https://genfuse.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "outset-ai",
      "id": "outset-ai-2026-05-01",
      "reviewId": "REV-OUTSET-AI-2026-05-01",
      "name": "Outset AI",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Outset AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/outset-ai/",
      "productUrl": "https://outset.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "autonoly",
      "id": "autonoly-2026-05-01",
      "reviewId": "REV-AUTONOLY-2026-05-01",
      "name": "Autonoly",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Autonoly",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/autonoly/",
      "productUrl": "https://autonoly.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "cockpit-ai",
      "id": "cockpit-ai-2026-05-01",
      "reviewId": "REV-COCKPIT-AI-2026-05-01",
      "name": "Cockpit AI",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Cockpit AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cockpit-ai/",
      "productUrl": "https://cockpit.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "lessie-ai",
      "id": "lessie-ai-2026-05-01",
      "reviewId": "REV-LESSIE-AI-2026-05-01",
      "name": "Lessie AI",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Lessie AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/lessie-ai/",
      "productUrl": "https://lessie.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "aiagent-app",
      "id": "aiagent-app-2026-05-01",
      "reviewId": "REV-AIAGENT-APP-2026-05-01",
      "name": "AiAgent.app",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of AiAgent.app",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/aiagent-app/",
      "productUrl": "https://aiagent.app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "klipy",
      "id": "klipy-2026-05-01",
      "reviewId": "REV-KLIPY-2026-05-01",
      "name": "Klipy",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Klipy",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/klipy/",
      "productUrl": "https://klipy.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "fuseai",
      "id": "fuseai-2026-05-01",
      "reviewId": "REV-FUSEAI-2026-05-01",
      "name": "FuseAI",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of FuseAI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/fuseai/",
      "productUrl": "https://fuse.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "relay-app",
      "id": "relay-app-2026-05-01",
      "reviewId": "REV-RELAY-APP-2026-05-01",
      "name": "Relay.app",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Relay.app",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/relay-app/",
      "productUrl": "https://www.relay.app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "canary-ai",
      "id": "canary-ai-2026-05-01",
      "reviewId": "REV-CANARY-AI-2026-05-01",
      "name": "Canary",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Canary",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/canary-ai/",
      "productUrl": "https://canary.is",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "augment-code",
      "id": "augment-code-2026-05-01",
      "reviewId": "REV-AUGMENT-CODE-2026-05-01",
      "name": "Augment Code (Intent)",
      "category": "Coding",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Augment Code (Intent)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/augment-code/",
      "productUrl": "https://www.augmentcode.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "cursor",
      "id": "cursor-2026-05-01",
      "reviewId": "REV-CURSOR-2026-05-01",
      "name": "Cursor",
      "category": "Coding",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Cursor",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cursor/",
      "productUrl": "https://www.cursor.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "cto-new",
      "id": "cto-new-2026-05-01",
      "reviewId": "REV-CTO-NEW-2026-05-01",
      "name": "cto.new",
      "category": "AI Agent",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of cto.new",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cto-new/",
      "productUrl": "https://cto.new",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "orange-slice",
      "id": "orange-slice-2026-05-01",
      "reviewId": "REV-ORANGE-SLICE-2026-05-01",
      "name": "Orange Slice",
      "category": "AI Agent",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Orange Slice",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/orange-slice/",
      "productUrl": "https://orangeslice.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "claimcheck",
      "id": "claimcheck-2026-05-01",
      "reviewId": "REV-CLAIMCHECK-2026-05-01",
      "name": "ClaimCheck",
      "category": "Coding",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of ClaimCheck",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/claimcheck/",
      "productUrl": "https://claimcheck.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "kaily",
      "id": "kaily-2026-05-01",
      "reviewId": "REV-KAILY-2026-05-01",
      "name": "Kaily",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Kaily",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/kaily/",
      "productUrl": "https://kaily.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "magine",
      "id": "magine-2026-05-01",
      "reviewId": "REV-MAGINE-2026-05-01",
      "name": "Magine",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Magine",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/magine/",
      "productUrl": "https://www.magine.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "blink-ai",
      "id": "blink-ai-2026-05-01",
      "reviewId": "REV-BLINK-AI-2026-05-01",
      "name": "Blink",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Blink",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/blink-ai/",
      "productUrl": "https://www.blinkops.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "cosyra-2",
      "id": "cosyra-2-2026-05-01",
      "reviewId": "REV-COSYRA-2-2026-05-01",
      "name": "Cosyra",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Cosyra",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cosyra-2/",
      "productUrl": "https://www.cosyra.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "catdoes-v4",
      "id": "catdoes-v4-2026-05-01",
      "reviewId": "REV-CATDOES-V4-2026-05-01",
      "name": "CatDoes v4",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of CatDoes v4",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/catdoes-v4/",
      "productUrl": "https://www.catdoes.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "denovo",
      "id": "denovo-2026-05-01",
      "reviewId": "REV-DENOVO-2026-05-01",
      "name": "Denovo",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Denovo",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/denovo/",
      "productUrl": "https://www.denovo.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "athena-intel",
      "id": "athena-intel-2026-05-01",
      "reviewId": "REV-ATHENA-INTEL-2026-05-01",
      "name": "Athena Intelligence",
      "category": "Workflow & Automation",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Athena Intelligence",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/athena-intel/",
      "productUrl": "https://www.athenaintelligence.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "anthropic-computer-use",
      "id": "anthropic-computer-use-2026-05-01",
      "reviewId": "REV-ANTHROPIC-COMPUTER-USE-2026-05-01",
      "name": "Anthropic Computer Use",
      "category": "Infrastructure",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Anthropic Computer Use",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/anthropic-computer-use/",
      "productUrl": "https://www.anthropic.com/computer-use",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "anyword",
      "id": "anyword-2026-05-01",
      "reviewId": "REV-ANYWORD-2026-05-01",
      "name": "Anyword",
      "category": "Marketing & Content",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Anyword",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/anyword/",
      "productUrl": "https://www.anyword.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "axe",
      "id": "axe-2026-05-01",
      "reviewId": "REV-AXE-2026-05-01",
      "name": "Axe",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Axe",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/axe/",
      "productUrl": "https://axe.app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "bolt-new",
      "id": "bolt-new-2026-05-01",
      "reviewId": "REV-BOLT-NEW-2026-05-01",
      "name": "Bolt.new",
      "category": "Coding",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Bolt.new",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/bolt-new/",
      "productUrl": "https://bolt.new",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "braintrust",
      "id": "braintrust-2026-05-01",
      "reviewId": "REV-BRAINTRUST-2026-05-01",
      "name": "Braintrust",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Braintrust",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/braintrust/",
      "productUrl": "https://www.braintrust.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "cerebras",
      "id": "cerebras-2026-05-01",
      "reviewId": "REV-CEREBRAS-2026-05-01",
      "name": "Cerebras",
      "category": "Infrastructure",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Cerebras",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cerebras/",
      "productUrl": "https://cerebras.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "cassidy-ai",
      "id": "cassidy-ai-2026-05-01",
      "reviewId": "REV-CASSIDY-AI-2026-05-01",
      "name": "Cassidy",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Cassidy",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cassidy-ai/",
      "productUrl": "https://www.cassidyai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "chatgpt",
      "id": "chatgpt-2026-05-01",
      "reviewId": "REV-CHATGPT-2026-05-01",
      "name": "ChatGPT",
      "category": "Chat & Companion",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of ChatGPT",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/chatgpt/",
      "productUrl": "https://chat.openai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "character-ai",
      "id": "character-ai-2026-05-01",
      "reviewId": "REV-CHARACTER-AI-2026-05-01",
      "name": "Character.AI",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Character.AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/character-ai/",
      "productUrl": "https://character.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "chatwithads",
      "id": "chatwithads-2026-05-01",
      "reviewId": "REV-CHATWITHADS-2026-05-01",
      "name": "ChatWithAds",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of ChatWithAds",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/chatwithads/",
      "productUrl": "https://chatwithads.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "claude-ai",
      "id": "claude-ai-2026-05-01",
      "reviewId": "REV-CLAUDE-AI-2026-05-01",
      "name": "Claude.ai",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Claude.ai",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/claude-ai/",
      "productUrl": "https://claude.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "cline-bot",
      "id": "cline-bot-2026-05-01",
      "reviewId": "REV-CLINE-BOT-2026-05-01",
      "name": "Cline",
      "category": "Coding",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Cline",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cline-bot/",
      "productUrl": "https://cline.bot",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "codeium",
      "id": "codeium-2026-05-01",
      "reviewId": "REV-CODEIUM-2026-05-01",
      "name": "Codeium",
      "category": "Coding",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Codeium",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/codeium/",
      "productUrl": "https://codeium.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "continue-dev",
      "id": "continue-dev-2026-05-01",
      "reviewId": "REV-CONTINUE-DEV-2026-05-01",
      "name": "Continue",
      "category": "Coding",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Continue",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/continue-dev/",
      "productUrl": "https://continue.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1,
      "behavioral": {
        "status": "not_testable",
        "spec_version": "v0.1",
        "reason": "adapter_probe_failed:cli-headless:cmd_not_on_path:continue|http-api:no_http_endpoint_configured:HLIDO_TESTER_HTTP_ENDPOINT_CONTINUE_DEV|mcp-server:adapter_pending_v0.2:mcp-server|ide-integration-headless:adapter_pending_v0.2:ide-integration-headless|github-bot:adapter_pending_v0.2:github-bot",
        "adapter": null,
        "data_url": "/data/behavioral/continue-dev.json"
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    },
    {
      "slug": "cohere",
      "id": "cohere-2026-05-01",
      "reviewId": "REV-COHERE-2026-05-01",
      "name": "Cohere",
      "category": "Chat & Companion",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Cohere",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cohere/",
      "productUrl": "https://cohere.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "copy-ai",
      "id": "copy-ai-2026-05-01",
      "reviewId": "REV-COPY-AI-2026-05-01",
      "name": "Copy.ai",
      "category": "Marketing & Content",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Copy.ai",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/copy-ai/",
      "productUrl": "https://www.copy.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "crewai",
      "id": "crewai-2026-05-01",
      "reviewId": "REV-CREWAI-2026-05-01",
      "name": "CrewAI",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of CrewAI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/crewai/",
      "productUrl": "https://www.crewai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "datagrout",
      "id": "datagrout-2026-05-01",
      "reviewId": "REV-DATAGROUT-2026-05-01",
      "name": "DataGrout",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of DataGrout",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/datagrout/",
      "productUrl": "https://datagrout.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "dust-tt",
      "id": "dust-tt-2026-05-01",
      "reviewId": "REV-DUST-TT-2026-05-01",
      "name": "Dust",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Dust",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/dust-tt/",
      "productUrl": "https://dust.tt",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "descript",
      "id": "descript-2026-05-01",
      "reviewId": "REV-DESCRIPT-2026-05-01",
      "name": "Descript",
      "category": "Voice",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Descript",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/descript/",
      "productUrl": "https://www.descript.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "elevenlabs",
      "id": "elevenlabs-2026-05-01",
      "reviewId": "REV-ELEVENLABS-2026-05-01",
      "name": "ElevenLabs",
      "category": "Voice",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of ElevenLabs",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/elevenlabs/",
      "productUrl": "https://elevenlabs.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "flux-bfl",
      "id": "flux-bfl-2026-05-01",
      "reviewId": "REV-FLUX-BFL-2026-05-01",
      "name": "FLUX (Black Forest Labs)",
      "category": "Image & Design",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of FLUX (Black Forest Labs)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/flux-bfl/",
      "productUrl": "https://blackforestlabs.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "flowith",
      "id": "flowith-2026-05-01",
      "reviewId": "REV-FLOWITH-2026-05-01",
      "name": "Flowith",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Flowith",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/flowith/",
      "productUrl": "https://flowith.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "fireworks-ai",
      "id": "fireworks-ai-2026-05-01",
      "reviewId": "REV-FIREWORKS-AI-2026-05-01",
      "name": "Fireworks AI",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Fireworks AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/fireworks-ai/",
      "productUrl": "https://fireworks.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "gemini",
      "id": "gemini-2026-05-01",
      "reviewId": "REV-GEMINI-2026-05-01",
      "name": "Gemini",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Gemini",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/gemini/",
      "productUrl": "https://gemini.google.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "granola",
      "id": "granola-2026-05-01",
      "reviewId": "REV-GRANOLA-2026-05-01",
      "name": "Granola",
      "category": "Productivity",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Granola",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/granola/",
      "productUrl": "https://granola.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "github-copilot",
      "id": "github-copilot-2026-05-01",
      "reviewId": "REV-GITHUB-COPILOT-2026-05-01",
      "name": "GitHub Copilot",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of GitHub Copilot",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/github-copilot/",
      "productUrl": "https://github.com/features/copilot",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "glean",
      "id": "glean-2026-05-01",
      "reviewId": "REV-GLEAN-2026-05-01",
      "name": "Glean",
      "category": "Research",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Glean",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/glean/",
      "productUrl": "https://www.glean.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "helicone",
      "id": "helicone-2026-05-01",
      "reviewId": "REV-HELICONE-2026-05-01",
      "name": "Helicone",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Helicone",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/helicone/",
      "productUrl": "https://www.helicone.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "groq",
      "id": "groq-2026-05-01",
      "reviewId": "REV-GROQ-2026-05-01",
      "name": "Groq",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Groq",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/groq/",
      "productUrl": "https://groq.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "heygen",
      "id": "heygen-2026-05-01",
      "reviewId": "REV-HEYGEN-2026-05-01",
      "name": "HeyGen",
      "category": "Voice",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of HeyGen",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/heygen/",
      "productUrl": "https://www.heygen.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "humanloop",
      "id": "humanloop-2026-05-01",
      "reviewId": "REV-HUMANLOOP-2026-05-01",
      "name": "Humanloop",
      "category": "Frameworks & Eval",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Humanloop",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/humanloop/",
      "productUrl": "https://humanloop.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "ideogram",
      "id": "ideogram-2026-05-01",
      "reviewId": "REV-IDEOGRAM-2026-05-01",
      "name": "Ideogram",
      "category": "Image & Design",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Ideogram",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/ideogram/",
      "productUrl": "https://ideogram.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "inflection-pi",
      "id": "inflection-pi-2026-05-01",
      "reviewId": "REV-INFLECTION-PI-2026-05-01",
      "name": "Inflection Pi",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Inflection Pi",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/inflection-pi/",
      "productUrl": "https://pi.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "jasper",
      "id": "jasper-2026-05-01",
      "reviewId": "REV-JASPER-2026-05-01",
      "name": "Jasper",
      "category": "Marketing & Content",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Jasper",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/jasper/",
      "productUrl": "https://www.jasper.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "krea",
      "id": "krea-2026-05-01",
      "reviewId": "REV-KREA-2026-05-01",
      "name": "Krea",
      "category": "Image & Design",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Krea",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/krea/",
      "productUrl": "https://www.krea.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "langchain",
      "id": "langchain-2026-05-01",
      "reviewId": "REV-LANGCHAIN-2026-05-01",
      "name": "LangChain",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of LangChain",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/langchain/",
      "productUrl": "https://www.langchain.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "langsmith",
      "id": "langsmith-2026-05-01",
      "reviewId": "REV-LANGSMITH-2026-05-01",
      "name": "LangSmith",
      "category": "Frameworks & Eval",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of LangSmith",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/langsmith/",
      "productUrl": "https://smith.langchain.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "leonardo-ai",
      "id": "leonardo-ai-2026-05-01",
      "reviewId": "REV-LEONARDO-AI-2026-05-01",
      "name": "Leonardo AI",
      "category": "Image & Design",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Leonardo AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/leonardo-ai/",
      "productUrl": "https://leonardo.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "llamaindex",
      "id": "llamaindex-2026-05-01",
      "reviewId": "REV-LLAMAINDEX-2026-05-01",
      "name": "LlamaIndex",
      "category": "Frameworks & Eval",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of LlamaIndex",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/llamaindex/",
      "productUrl": "https://www.llamaindex.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "lovable",
      "id": "lovable-2026-05-01",
      "reviewId": "REV-LOVABLE-2026-05-01",
      "name": "Lovable",
      "category": "Coding",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Lovable",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/lovable/",
      "productUrl": "https://lovable.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "mem-ai",
      "id": "mem-ai-2026-05-01",
      "reviewId": "REV-MEM-AI-2026-05-01",
      "name": "Mem",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Mem",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/mem-ai/",
      "productUrl": "https://get.mem.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "microsoft-copilot",
      "id": "microsoft-copilot-2026-05-01",
      "reviewId": "REV-MICROSOFT-COPILOT-2026-05-01",
      "name": "Microsoft Copilot",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Microsoft Copilot",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/microsoft-copilot/",
      "productUrl": "https://copilot.microsoft.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "midjourney",
      "id": "midjourney-2026-05-01",
      "reviewId": "REV-MIDJOURNEY-2026-05-01",
      "name": "Midjourney",
      "category": "Image & Design",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Midjourney",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/midjourney/",
      "productUrl": "https://www.midjourney.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "mendable",
      "id": "mendable-2026-05-01",
      "reviewId": "REV-MENDABLE-2026-05-01",
      "name": "Mendable",
      "category": "Research",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Mendable",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/mendable/",
      "productUrl": "https://www.mendable.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "mistral-le-chat",
      "id": "mistral-le-chat-2026-05-01",
      "reviewId": "REV-MISTRAL-LE-CHAT-2026-05-01",
      "name": "Mistral Le Chat",
      "category": "Chat & Companion",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Mistral Le Chat",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/mistral-le-chat/",
      "productUrl": "https://chat.mistral.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "notion-ai",
      "id": "notion-ai-2026-05-01",
      "reviewId": "REV-NOTION-AI-2026-05-01",
      "name": "Notion AI",
      "category": "Research",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Notion AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/notion-ai/",
      "productUrl": "https://www.notion.so/product/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "murf-ai",
      "id": "murf-ai-2026-05-01",
      "reviewId": "REV-MURF-AI-2026-05-01",
      "name": "Murf AI",
      "category": "Voice",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Murf AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/murf-ai/",
      "productUrl": "https://murf.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "nyx",
      "id": "nyx-2026-05-01",
      "reviewId": "REV-NYX-2026-05-01",
      "name": "Nyx",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Nyx",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/nyx/",
      "productUrl": "https://nyx.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "openai-operator",
      "id": "openai-operator-2026-05-01",
      "reviewId": "REV-OPENAI-OPERATOR-2026-05-01",
      "name": "OpenAI Operator",
      "category": "Infrastructure",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of OpenAI Operator",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/openai-operator/",
      "productUrl": "https://operator.chatgpt.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "openrouter",
      "id": "openrouter-2026-05-01",
      "reviewId": "REV-OPENROUTER-2026-05-01",
      "name": "OpenRouter",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of OpenRouter",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/openrouter/",
      "productUrl": "https://openrouter.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "phind",
      "id": "phind-2026-05-01",
      "reviewId": "REV-PHIND-2026-05-01",
      "name": "Phind",
      "category": "Chat & Companion",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Phind",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/phind/",
      "productUrl": "https://phind.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "pika",
      "id": "pika-2026-05-01",
      "reviewId": "REV-PIKA-2026-05-01",
      "name": "Pika",
      "category": "Image & Design",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Pika",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/pika/",
      "productUrl": "https://pika.art",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "otter-ai",
      "id": "otter-ai-2026-05-01",
      "reviewId": "REV-OTTER-AI-2026-05-01",
      "name": "Otter.ai",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Otter.ai",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/otter-ai/",
      "productUrl": "https://otter.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "pydantic-ai",
      "id": "pydantic-ai-2026-05-01",
      "reviewId": "REV-PYDANTIC-AI-2026-05-01",
      "name": "Pydantic AI",
      "category": "Frameworks & Eval",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Pydantic AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/pydantic-ai/",
      "productUrl": "https://ai.pydantic.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "reflect-app",
      "id": "reflect-app-2026-05-01",
      "reviewId": "REV-REFLECT-APP-2026-05-01",
      "name": "Reflect",
      "category": "Productivity",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Reflect",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/reflect-app/",
      "productUrl": "https://reflect.app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "read-ai",
      "id": "read-ai-2026-05-01",
      "reviewId": "REV-READ-AI-2026-05-01",
      "name": "Read AI",
      "category": "Productivity",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Read AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/read-ai/",
      "productUrl": "https://www.read.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "resemble-ai",
      "id": "resemble-ai-2026-05-01",
      "reviewId": "REV-RESEMBLE-AI-2026-05-01",
      "name": "Resemble AI",
      "category": "Voice",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Resemble AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/resemble-ai/",
      "productUrl": "https://www.resemble.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "replit-agent",
      "id": "replit-agent-2026-05-01",
      "reviewId": "REV-REPLIT-AGENT-2026-05-01",
      "name": "Replit Agent",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Replit Agent",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/replit-agent/",
      "productUrl": "https://replit.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "relevance-ai",
      "id": "relevance-ai-2026-05-01",
      "reviewId": "REV-RELEVANCE-AI-2026-05-01",
      "name": "Relevance AI",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Relevance AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/relevance-ai/",
      "productUrl": "https://relevanceai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "runway",
      "id": "runway-2026-05-01",
      "reviewId": "REV-RUNWAY-2026-05-01",
      "name": "Runway",
      "category": "Image & Design",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Runway",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/runway/",
      "productUrl": "https://runwayml.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "sonarly",
      "id": "sonarly-2026-05-01",
      "reviewId": "REV-SONARLY-2026-05-01",
      "name": "Sonarly",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Sonarly",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/sonarly/",
      "productUrl": "https://sonarly.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "retool-agents",
      "id": "retool-agents-2026-05-01",
      "reviewId": "REV-RETOOL-AGENTS-2026-05-01",
      "name": "Retool Agents",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Retool Agents",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/retool-agents/",
      "productUrl": "https://retool.com/products/agents",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "stability-ai",
      "id": "stability-ai-2026-05-01",
      "reviewId": "REV-STABILITY-AI-2026-05-01",
      "name": "Stability AI",
      "category": "Image & Design",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Stability AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/stability-ai/",
      "productUrl": "https://stability.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "sourcegraph-cody",
      "id": "sourcegraph-cody-2026-05-01",
      "reviewId": "REV-SOURCEGRAPH-CODY-2026-05-01",
      "name": "Sourcegraph Cody",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Sourcegraph Cody",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/sourcegraph-cody/",
      "productUrl": "https://sourcegraph.com/cody",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "stack-ai",
      "id": "stack-ai-2026-05-01",
      "reviewId": "REV-STACK-AI-2026-05-01",
      "name": "Stack AI",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Stack AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/stack-ai/",
      "productUrl": "https://www.stack-ai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "suno",
      "id": "suno-2026-05-01",
      "reviewId": "REV-SUNO-2026-05-01",
      "name": "Suno",
      "category": "Voice",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Suno",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/suno/",
      "productUrl": "https://suno.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "superhuman",
      "id": "superhuman-2026-05-01",
      "reviewId": "REV-SUPERHUMAN-2026-05-01",
      "name": "Superhuman",
      "category": "Productivity",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Superhuman",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/superhuman/",
      "productUrl": "https://superhuman.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "synthesia",
      "id": "synthesia-2026-05-01",
      "reviewId": "REV-SYNTHESIA-2026-05-01",
      "name": "Synthesia",
      "category": "Voice",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Synthesia",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/synthesia/",
      "productUrl": "https://www.synthesia.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "tabnine",
      "id": "tabnine-2026-05-01",
      "reviewId": "REV-TABNINE-2026-05-01",
      "name": "Tabnine",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Tabnine",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/tabnine/",
      "productUrl": "https://www.tabnine.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "tana",
      "id": "tana-2026-05-01",
      "reviewId": "REV-TANA-2026-05-01",
      "name": "Tana",
      "category": "Productivity",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Tana",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/tana/",
      "productUrl": "https://tana.inc",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "tavus",
      "id": "tavus-2026-05-01",
      "reviewId": "REV-TAVUS-2026-05-01",
      "name": "Tavus",
      "category": "Voice",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Tavus",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/tavus/",
      "productUrl": "https://www.tavus.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "v0",
      "id": "v0-2026-05-01",
      "reviewId": "REV-V0-2026-05-01",
      "name": "v0",
      "category": "Coding",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of v0",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/v0/",
      "productUrl": "https://v0.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "together-ai",
      "id": "together-ai-2026-05-01",
      "reviewId": "REV-TOGETHER-AI-2026-05-01",
      "name": "Together AI",
      "category": "Infrastructure",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Together AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/together-ai/",
      "productUrl": "https://www.together.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "vercel-ai-sdk",
      "id": "vercel-ai-sdk-2026-05-01",
      "reviewId": "REV-VERCEL-AI-SDK-2026-05-01",
      "name": "Vercel AI SDK",
      "category": "Frameworks & Eval",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Vercel AI SDK",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/vercel-ai-sdk/",
      "productUrl": "https://sdk.vercel.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "vellum-ai",
      "id": "vellum-ai-2026-05-01",
      "reviewId": "REV-VELLUM-AI-2026-05-01",
      "name": "Vellum",
      "category": "Frameworks & Eval",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Vellum",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/vellum-ai/",
      "productUrl": "https://www.vellum.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "you-com",
      "id": "you-com-2026-05-01",
      "reviewId": "REV-YOU-COM-2026-05-01",
      "name": "You.com",
      "category": "Chat & Companion",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of You.com",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/you-com/",
      "productUrl": "https://you.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "writer-com",
      "id": "writer-com-2026-05-01",
      "reviewId": "REV-WRITER-COM-2026-05-01",
      "name": "Writer",
      "category": "Marketing & Content",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Writer",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/writer-com/",
      "productUrl": "https://writer.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "zapier-central",
      "id": "zapier-central-2026-05-01",
      "reviewId": "REV-ZAPIER-CENTRAL-2026-05-01",
      "name": "Zapier Central",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Zapier Central",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/zapier-central/",
      "productUrl": "https://zapier.com/central",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "bland-ai",
      "id": "bland-ai-2026-05-01",
      "reviewId": "REV-BLAND-AI-2026-05-01",
      "name": "Bland AI",
      "category": "Voice",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Bland AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/bland-ai/",
      "productUrl": "https://www.bland.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "retell-ai",
      "id": "retell-ai-2026-05-01",
      "reviewId": "REV-RETELL-AI-2026-05-01",
      "name": "Retell AI",
      "category": "Voice",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Retell AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/retell-ai/",
      "productUrl": "https://www.retellai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "vapi-ai",
      "id": "vapi-ai-2026-05-01",
      "reviewId": "REV-VAPI-AI-2026-05-01",
      "name": "Vapi",
      "category": "Voice",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Vapi",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/vapi-ai/",
      "productUrl": "https://vapi.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "deepgram",
      "id": "deepgram-2026-05-01",
      "reviewId": "REV-DEEPGRAM-2026-05-01",
      "name": "Deepgram",
      "category": "Voice",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Deepgram",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/deepgram/",
      "productUrl": "https://deepgram.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "assemblyai",
      "id": "assemblyai-2026-05-01",
      "reviewId": "REV-ASSEMBLYAI-2026-05-01",
      "name": "AssemblyAI",
      "category": "Voice",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of AssemblyAI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/assemblyai/",
      "productUrl": "https://www.assemblyai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "hume-ai",
      "id": "hume-ai-2026-05-01",
      "reviewId": "REV-HUME-AI-2026-05-01",
      "name": "Hume AI",
      "category": "Voice",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Hume AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hume-ai/",
      "productUrl": "https://www.hume.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "daily-co",
      "id": "daily-co-2026-05-01",
      "reviewId": "REV-DAILY-CO-2026-05-01",
      "name": "Daily",
      "category": "Voice",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Daily",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/daily-co/",
      "productUrl": "https://www.daily.co",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "livekit",
      "id": "livekit-2026-05-01",
      "reviewId": "REV-LIVEKIT-2026-05-01",
      "name": "LiveKit",
      "category": "Voice",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of LiveKit",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/livekit/",
      "productUrl": "https://livekit.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "speechmatics",
      "id": "speechmatics-2026-05-01",
      "reviewId": "REV-SPEECHMATICS-2026-05-01",
      "name": "Speechmatics",
      "category": "Voice",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Speechmatics",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/speechmatics/",
      "productUrl": "https://www.speechmatics.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "rev-ai",
      "id": "rev-ai-2026-05-01",
      "reviewId": "REV-REV-AI-2026-05-01",
      "name": "Rev AI",
      "category": "Voice",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Rev AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/rev-ai/",
      "productUrl": "https://www.rev.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "salesloft",
      "id": "salesloft-2026-05-01",
      "reviewId": "REV-SALESLOFT-2026-05-01",
      "name": "Salesloft",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Salesloft",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/salesloft/",
      "productUrl": "https://salesloft.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "chorus-ai",
      "id": "chorus-ai-2026-05-01",
      "reviewId": "REV-CHORUS-AI-2026-05-01",
      "name": "Chorus",
      "category": "Customer Experience",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Chorus",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/chorus-ai/",
      "productUrl": "https://www.chorus.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "outreach-io",
      "id": "outreach-io-2026-05-01",
      "reviewId": "REV-OUTREACH-IO-2026-05-01",
      "name": "Outreach",
      "category": "Customer Experience",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Outreach",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/outreach-io/",
      "productUrl": "https://www.outreach.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "gong-io",
      "id": "gong-io-2026-05-01",
      "reviewId": "REV-GONG-IO-2026-05-01",
      "name": "Gong",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Gong",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/gong-io/",
      "productUrl": "https://www.gong.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "apollo-io",
      "id": "apollo-io-2026-05-01",
      "reviewId": "REV-APOLLO-IO-2026-05-01",
      "name": "Apollo.io",
      "category": "Customer Experience",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Apollo.io",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/apollo-io/",
      "productUrl": "https://www.apollo.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "clay-com",
      "id": "clay-com-2026-05-01",
      "reviewId": "REV-CLAY-COM-2026-05-01",
      "name": "Clay",
      "category": "Customer Experience",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Clay",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/clay-com/",
      "productUrl": "https://www.clay.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "regie-ai",
      "id": "regie-ai-2026-05-01",
      "reviewId": "REV-REGIE-AI-2026-05-01",
      "name": "Regie AI",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Regie AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/regie-ai/",
      "productUrl": "https://www.regie.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "instantly-ai",
      "id": "instantly-ai-2026-05-01",
      "reviewId": "REV-INSTANTLY-AI-2026-05-01",
      "name": "Instantly",
      "category": "Customer Experience",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Instantly",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/instantly-ai/",
      "productUrl": "https://instantly.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "smartlead",
      "id": "smartlead-2026-05-01",
      "reviewId": "REV-SMARTLEAD-2026-05-01",
      "name": "Smartlead",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Smartlead",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/smartlead/",
      "productUrl": "https://www.smartlead.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "lavender-ai",
      "id": "lavender-ai-2026-05-01",
      "reviewId": "REV-LAVENDER-AI-2026-05-01",
      "name": "Lavender",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Lavender",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/lavender-ai/",
      "productUrl": "https://www.lavender.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "kore-ai",
      "id": "kore-ai-2026-05-01",
      "reviewId": "REV-KORE-AI-2026-05-01",
      "name": "Kore.ai",
      "category": "Customer Experience",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Kore.ai",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/kore-ai/",
      "productUrl": "https://kore.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "ada-cx",
      "id": "ada-cx-2026-05-01",
      "reviewId": "REV-ADA-CX-2026-05-01",
      "name": "Ada",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Ada",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/ada-cx/",
      "productUrl": "https://www.ada.cx",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "decagon",
      "id": "decagon-2026-05-01",
      "reviewId": "REV-DECAGON-2026-05-01",
      "name": "Decagon",
      "category": "Customer Experience",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Decagon",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/decagon/",
      "productUrl": "https://decagon.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "ultimate-ai",
      "id": "ultimate-ai-2026-05-01",
      "reviewId": "REV-ULTIMATE-AI-2026-05-01",
      "name": "Ultimate",
      "category": "Customer Experience",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Ultimate",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/ultimate-ai/",
      "productUrl": "https://www.ultimate.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "intercom-fin",
      "id": "intercom-fin-2026-05-01",
      "reviewId": "REV-INTERCOM-FIN-2026-05-01",
      "name": "Intercom Fin",
      "category": "Customer Experience",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Intercom Fin",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/intercom-fin/",
      "productUrl": "https://www.intercom.com/fin",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "forethought",
      "id": "forethought-2026-05-01",
      "reviewId": "REV-FORETHOUGHT-2026-05-01",
      "name": "Forethought",
      "category": "Customer Experience",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Forethought",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/forethought/",
      "productUrl": "https://forethought.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "cresta",
      "id": "cresta-2026-05-01",
      "reviewId": "REV-CRESTA-2026-05-01",
      "name": "Cresta",
      "category": "Customer Experience",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Cresta",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cresta/",
      "productUrl": "https://cresta.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "sierra-ai",
      "id": "sierra-ai-2026-05-01",
      "reviewId": "REV-SIERRA-AI-2026-05-01",
      "name": "Sierra",
      "category": "Customer Experience",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Sierra",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/sierra-ai/",
      "productUrl": "https://sierra.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "netomi",
      "id": "netomi-2026-05-01",
      "reviewId": "REV-NETOMI-2026-05-01",
      "name": "Netomi",
      "category": "Customer Experience",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Netomi",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/netomi/",
      "productUrl": "https://www.netomi.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "cognigy",
      "id": "cognigy-2026-05-01",
      "reviewId": "REV-COGNIGY-2026-05-01",
      "name": "Cognigy",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Cognigy",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cognigy/",
      "productUrl": "https://www.cognigy.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "devin-cognition",
      "id": "devin-cognition-2026-05-01",
      "reviewId": "REV-DEVIN-COGNITION-2026-05-01",
      "name": "Devin (Cognition)",
      "category": "Coding",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Devin (Cognition)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/devin-cognition/",
      "productUrl": "https://www.cognition.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "openhands",
      "id": "openhands-2026-05-01",
      "reviewId": "REV-OPENHANDS-2026-05-01",
      "name": "OpenHands",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of OpenHands",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/openhands/",
      "productUrl": "https://www.all-hands.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "sweep-ai",
      "id": "sweep-ai-2026-05-01",
      "reviewId": "REV-SWEEP-AI-2026-05-01",
      "name": "Sweep",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Sweep",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/sweep-ai/",
      "productUrl": "https://sweep.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "openinterpreter",
      "id": "openinterpreter-2026-05-01",
      "reviewId": "REV-OPENINTERPRETER-2026-05-01",
      "name": "Open Interpreter",
      "category": "Coding",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Open Interpreter",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/openinterpreter/",
      "productUrl": "https://www.openinterpreter.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "metagpt",
      "id": "metagpt-2026-05-01",
      "reviewId": "REV-METAGPT-2026-05-01",
      "name": "MetaGPT",
      "category": "Coding",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of MetaGPT",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/metagpt/",
      "productUrl": "https://www.deepwisdom.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "gpt-engineer",
      "id": "gpt-engineer-2026-05-01",
      "reviewId": "REV-GPT-ENGINEER-2026-05-01",
      "name": "GPT Engineer",
      "category": "Coding",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of GPT Engineer",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/gpt-engineer/",
      "productUrl": "https://gptengineer.app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "agentgpt",
      "id": "agentgpt-2026-05-01",
      "reviewId": "REV-AGENTGPT-2026-05-01",
      "name": "AgentGPT",
      "category": "Coding",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of AgentGPT",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/agentgpt/",
      "productUrl": "https://agentgpt.reworkd.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "autogen-studio",
      "id": "autogen-studio-2026-05-01",
      "reviewId": "REV-AUTOGEN-STUDIO-2026-05-01",
      "name": "AutoGen Studio",
      "category": "Coding",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of AutoGen Studio",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/autogen-studio/",
      "productUrl": "https://microsoft.github.io/autogen",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "smol-ai",
      "id": "smol-ai-2026-05-01",
      "reviewId": "REV-SMOL-AI-2026-05-01",
      "name": "Smol Developer",
      "category": "Coding",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Smol Developer",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/smol-ai/",
      "productUrl": "https://smol.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "superagi",
      "id": "superagi-2026-05-01",
      "reviewId": "REV-SUPERAGI-2026-05-01",
      "name": "SuperAGI",
      "category": "Coding",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of SuperAGI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/superagi/",
      "productUrl": "https://superagi.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "plandex",
      "id": "plandex-2026-05-01",
      "reviewId": "REV-PLANDEX-2026-05-01",
      "name": "Plandex",
      "category": "Coding",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Plandex",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/plandex/",
      "productUrl": "https://plandex.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "warp-ai",
      "id": "warp-ai-2026-05-01",
      "reviewId": "REV-WARP-AI-2026-05-01",
      "name": "Warp AI",
      "category": "Coding",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Warp AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/warp-ai/",
      "productUrl": "https://www.warp.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "elicit",
      "id": "elicit-2026-05-01",
      "reviewId": "REV-ELICIT-2026-05-01",
      "name": "Elicit",
      "category": "Research",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Elicit",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/elicit/",
      "productUrl": "https://elicit.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "zed-ai",
      "id": "zed-ai-2026-05-01",
      "reviewId": "REV-ZED-AI-2026-05-01",
      "name": "Zed AI",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Zed AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/zed-ai/",
      "productUrl": "https://zed.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "scite-ai",
      "id": "scite-ai-2026-05-01",
      "reviewId": "REV-SCITE-AI-2026-05-01",
      "name": "Scite",
      "category": "Research",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Scite",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/scite-ai/",
      "productUrl": "https://scite.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "consensus-app",
      "id": "consensus-app-2026-05-01",
      "reviewId": "REV-CONSENSUS-APP-2026-05-01",
      "name": "Consensus",
      "category": "Research",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Consensus",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/consensus-app/",
      "productUrl": "https://consensus.app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "scholarcy",
      "id": "scholarcy-2026-05-01",
      "reviewId": "REV-SCHOLARCY-2026-05-01",
      "name": "Scholarcy",
      "category": "Research",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Scholarcy",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/scholarcy/",
      "productUrl": "https://www.scholarcy.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "exa-ai",
      "id": "exa-ai-2026-05-01",
      "reviewId": "REV-EXA-AI-2026-05-01",
      "name": "Exa",
      "category": "Research",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Exa",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/exa-ai/",
      "productUrl": "https://exa.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "kagi",
      "id": "kagi-2026-05-01",
      "reviewId": "REV-KAGI-2026-05-01",
      "name": "Kagi",
      "category": "Research",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Kagi",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/kagi/",
      "productUrl": "https://kagi.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "andi-search",
      "id": "andi-search-2026-05-01",
      "reviewId": "REV-ANDI-SEARCH-2026-05-01",
      "name": "Andi Search",
      "category": "Research",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Andi Search",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/andi-search/",
      "productUrl": "https://andisearch.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "komo-ai",
      "id": "komo-ai-2026-05-01",
      "reviewId": "REV-KOMO-AI-2026-05-01",
      "name": "Komo",
      "category": "Research",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Komo",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/komo-ai/",
      "productUrl": "https://komo.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "notebooklm",
      "id": "notebooklm-2026-05-01",
      "reviewId": "REV-NOTEBOOKLM-2026-05-01",
      "name": "NotebookLM",
      "category": "Research",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of NotebookLM",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/notebooklm/",
      "productUrl": "https://notebooklm.google",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "hebbia",
      "id": "hebbia-2026-05-01",
      "reviewId": "REV-HEBBIA-2026-05-01",
      "name": "Hebbia",
      "category": "Research",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Hebbia",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hebbia/",
      "productUrl": "https://www.hebbia.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "casetext",
      "id": "casetext-2026-05-01",
      "reviewId": "REV-CASETEXT-2026-05-01",
      "name": "Casetext",
      "category": "Specialized verticals",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Casetext",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/casetext/",
      "productUrl": "https://casetext.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "ironclad",
      "id": "ironclad-2026-05-01",
      "reviewId": "REV-IRONCLAD-2026-05-01",
      "name": "Ironclad",
      "category": "Specialized verticals",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Ironclad",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/ironclad/",
      "productUrl": "https://ironcladapp.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "harvey-ai",
      "id": "harvey-ai-2026-05-01",
      "reviewId": "REV-HARVEY-AI-2026-05-01",
      "name": "Harvey",
      "category": "Specialized verticals",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Harvey",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/harvey-ai/",
      "productUrl": "https://www.harvey.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "evisort",
      "id": "evisort-2026-05-01",
      "reviewId": "REV-EVISORT-2026-05-01",
      "name": "Evisort",
      "category": "Specialized verticals",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Evisort",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/evisort/",
      "productUrl": "https://www.evisort.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "spellbook-legal",
      "id": "spellbook-legal-2026-05-01",
      "reviewId": "REV-SPELLBOOK-LEGAL-2026-05-01",
      "name": "Spellbook",
      "category": "Specialized verticals",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Spellbook",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/spellbook-legal/",
      "productUrl": "https://www.spellbook.legal",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "luminance",
      "id": "luminance-2026-05-01",
      "reviewId": "REV-LUMINANCE-2026-05-01",
      "name": "Luminance",
      "category": "Specialized verticals",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Luminance",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/luminance/",
      "productUrl": "https://www.luminance.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "hippocratic-ai",
      "id": "hippocratic-ai-2026-05-01",
      "reviewId": "REV-HIPPOCRATIC-AI-2026-05-01",
      "name": "Hippocratic AI",
      "category": "Specialized verticals",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Hippocratic AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hippocratic-ai/",
      "productUrl": "https://www.hippocraticai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "suki-ai",
      "id": "suki-ai-2026-05-01",
      "reviewId": "REV-SUKI-AI-2026-05-01",
      "name": "Suki",
      "category": "Specialized verticals",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Suki",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/suki-ai/",
      "productUrl": "https://www.suki.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "glass-health",
      "id": "glass-health-2026-05-01",
      "reviewId": "REV-GLASS-HEALTH-2026-05-01",
      "name": "Glass Health",
      "category": "Specialized verticals",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Glass Health",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/glass-health/",
      "productUrl": "https://glass.health",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "abridge",
      "id": "abridge-2026-05-01",
      "reviewId": "REV-ABRIDGE-2026-05-01",
      "name": "Abridge",
      "category": "Specialized verticals",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Abridge",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/abridge/",
      "productUrl": "https://www.abridge.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "nabla",
      "id": "nabla-2026-05-01",
      "reviewId": "REV-NABLA-2026-05-01",
      "name": "Nabla",
      "category": "Specialized verticals",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Nabla",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/nabla/",
      "productUrl": "https://www.nabla.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "mutiny",
      "id": "mutiny-2026-05-01",
      "reviewId": "REV-MUTINY-2026-05-01",
      "name": "Mutiny",
      "category": "Marketing & Content",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Mutiny",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/mutiny/",
      "productUrl": "https://www.mutinyhq.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "persado",
      "id": "persado-2026-05-01",
      "reviewId": "REV-PERSADO-2026-05-01",
      "name": "Persado",
      "category": "Marketing & Content",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Persado",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/persado/",
      "productUrl": "https://www.persado.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "optimizely-opal",
      "id": "optimizely-opal-2026-05-01",
      "reviewId": "REV-OPTIMIZELY-OPAL-2026-05-01",
      "name": "Optimizely Opal",
      "category": "Marketing & Content",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Optimizely Opal",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/optimizely-opal/",
      "productUrl": "https://www.optimizely.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "smartwriter",
      "id": "smartwriter-2026-05-01",
      "reviewId": "REV-SMARTWRITER-2026-05-01",
      "name": "Smartwriter",
      "category": "Marketing & Content",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Smartwriter",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/smartwriter/",
      "productUrl": "https://www.smartwriter.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "rytr",
      "id": "rytr-2026-05-01",
      "reviewId": "REV-RYTR-2026-05-01",
      "name": "Rytr",
      "category": "Marketing & Content",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Rytr",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/rytr/",
      "productUrl": "https://rytr.me",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "hyperwrite",
      "id": "hyperwrite-2026-05-01",
      "reviewId": "REV-HYPERWRITE-2026-05-01",
      "name": "HyperWrite",
      "category": "Marketing & Content",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of HyperWrite",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hyperwrite/",
      "productUrl": "https://www.hyperwriteai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "simplified",
      "id": "simplified-2026-05-01",
      "reviewId": "REV-SIMPLIFIED-2026-05-01",
      "name": "Simplified",
      "category": "Marketing & Content",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Simplified",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/simplified/",
      "productUrl": "https://simplified.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "khanmigo",
      "id": "khanmigo-2026-05-01",
      "reviewId": "REV-KHANMIGO-2026-05-01",
      "name": "Khanmigo",
      "category": "Specialized verticals",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Khanmigo",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/khanmigo/",
      "productUrl": "https://www.khanmigo.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "quizizz",
      "id": "quizizz-2026-05-01",
      "reviewId": "REV-QUIZIZZ-2026-05-01",
      "name": "Quizizz AI",
      "category": "Specialized verticals",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Quizizz AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/quizizz/",
      "productUrl": "https://quizizz.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "magic-school",
      "id": "magic-school-2026-05-01",
      "reviewId": "REV-MAGIC-SCHOOL-2026-05-01",
      "name": "MagicSchool",
      "category": "Specialized verticals",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of MagicSchool",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/magic-school/",
      "productUrl": "https://www.magicschool.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "brisk-teaching",
      "id": "brisk-teaching-2026-05-01",
      "reviewId": "REV-BRISK-TEACHING-2026-05-01",
      "name": "Brisk Teaching",
      "category": "Specialized verticals",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Brisk Teaching",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/brisk-teaching/",
      "productUrl": "https://www.briskteaching.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "galileo-ai-design",
      "id": "galileo-ai-design-2026-05-01",
      "reviewId": "REV-GALILEO-AI-DESIGN-2026-05-01",
      "name": "Galileo (Design)",
      "category": "Image & Design",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Galileo (Design)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/galileo-ai-design/",
      "productUrl": "https://www.usegalileo.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "uizard",
      "id": "uizard-2026-05-01",
      "reviewId": "REV-UIZARD-2026-05-01",
      "name": "Uizard",
      "category": "Image & Design",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Uizard",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/uizard/",
      "productUrl": "https://uizard.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "framer-ai",
      "id": "framer-ai-2026-05-01",
      "reviewId": "REV-FRAMER-AI-2026-05-01",
      "name": "Framer AI",
      "category": "Image & Design",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Framer AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/framer-ai/",
      "productUrl": "https://www.framer.com/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "browser-base",
      "id": "browser-base-2026-05-01",
      "reviewId": "REV-BROWSER-BASE-2026-05-01",
      "name": "Browserbase",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Browserbase",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/browser-base/",
      "productUrl": "https://www.browserbase.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "recraft-ai",
      "id": "recraft-ai-2026-05-01",
      "reviewId": "REV-RECRAFT-AI-2026-05-01",
      "name": "Recraft",
      "category": "Image & Design",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Recraft",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/recraft-ai/",
      "productUrl": "https://www.recraft.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "figma-make",
      "id": "figma-make-2026-05-01",
      "reviewId": "REV-FIGMA-MAKE-2026-05-01",
      "name": "Figma Make",
      "category": "Image & Design",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Figma Make",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/figma-make/",
      "productUrl": "https://www.figma.com/make",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "anchor-browser",
      "id": "anchor-browser-2026-05-01",
      "reviewId": "REV-ANCHOR-BROWSER-2026-05-01",
      "name": "Anchor Browser",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Anchor Browser",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/anchor-browser/",
      "productUrl": "https://anchorbrowser.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "simular",
      "id": "simular-2026-05-01",
      "reviewId": "REV-SIMULAR-2026-05-01",
      "name": "Simular",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Simular",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/simular/",
      "productUrl": "https://www.simular.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "scrapybara",
      "id": "scrapybara-2026-05-01",
      "reviewId": "REV-SCRAPYBARA-2026-05-01",
      "name": "Scrapybara",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Scrapybara",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/scrapybara/",
      "productUrl": "https://scrapybara.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "multion",
      "id": "multion-2026-05-01",
      "reviewId": "REV-MULTION-2026-05-01",
      "name": "MultiOn",
      "category": "Infrastructure",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of MultiOn",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/multion/",
      "productUrl": "https://www.multion.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "browser-use",
      "id": "browser-use-2026-05-01",
      "reviewId": "REV-BROWSER-USE-2026-05-01",
      "name": "Browser Use",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Browser Use",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/browser-use/",
      "productUrl": "https://browser-use.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "pinecone",
      "id": "pinecone-2026-05-01",
      "reviewId": "REV-PINECONE-2026-05-01",
      "name": "Pinecone",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Pinecone",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/pinecone/",
      "productUrl": "https://www.pinecone.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "weaviate",
      "id": "weaviate-2026-05-01",
      "reviewId": "REV-WEAVIATE-2026-05-01",
      "name": "Weaviate",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Weaviate",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/weaviate/",
      "productUrl": "https://weaviate.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "voyage-ai",
      "id": "voyage-ai-2026-05-01",
      "reviewId": "REV-VOYAGE-AI-2026-05-01",
      "name": "Voyage AI",
      "category": "Infrastructure",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Voyage AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/voyage-ai/",
      "productUrl": "https://www.voyageai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "jina-ai",
      "id": "jina-ai-2026-05-01",
      "reviewId": "REV-JINA-AI-2026-05-01",
      "name": "Jina AI",
      "category": "Infrastructure",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Jina AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/jina-ai/",
      "productUrl": "https://jina.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "qdrant",
      "id": "qdrant-2026-05-01",
      "reviewId": "REV-QDRANT-2026-05-01",
      "name": "Qdrant",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Qdrant",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/qdrant/",
      "productUrl": "https://qdrant.tech",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "hex-tech",
      "id": "hex-tech-2026-05-01",
      "reviewId": "REV-HEX-TECH-2026-05-01",
      "name": "Hex",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Hex",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hex-tech/",
      "productUrl": "https://hex.tech",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "julius-ai",
      "id": "julius-ai-2026-05-01",
      "reviewId": "REV-JULIUS-AI-2026-05-01",
      "name": "Julius",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Julius",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/julius-ai/",
      "productUrl": "https://julius.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "n8n",
      "id": "n8n-2026-05-01",
      "reviewId": "REV-N8N-2026-05-01",
      "name": "n8n",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of n8n",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/n8n/",
      "productUrl": "https://n8n.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "make-com",
      "id": "make-com-2026-05-01",
      "reviewId": "REV-MAKE-COM-2026-05-01",
      "name": "Make",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Make",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/make-com/",
      "productUrl": "https://www.make.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "activepieces",
      "id": "activepieces-2026-05-01",
      "reviewId": "REV-ACTIVEPIECES-2026-05-01",
      "name": "Activepieces",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Activepieces",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/activepieces/",
      "productUrl": "https://www.activepieces.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "zapier",
      "id": "zapier-2026-05-01",
      "reviewId": "REV-ZAPIER-2026-05-01",
      "name": "Zapier",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Zapier",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/zapier/",
      "productUrl": "https://zapier.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "integrately",
      "id": "integrately-2026-05-01",
      "reviewId": "REV-INTEGRATELY-2026-05-01",
      "name": "Integrately",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Integrately",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/integrately/",
      "productUrl": "https://integrately.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "langflow",
      "id": "langflow-2026-05-01",
      "reviewId": "REV-LANGFLOW-2026-05-01",
      "name": "Langflow",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Langflow",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/langflow/",
      "productUrl": "https://www.langflow.org",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "flowiseai",
      "id": "flowiseai-2026-05-01",
      "reviewId": "REV-FLOWISEAI-2026-05-01",
      "name": "Flowise",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Flowise",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/flowiseai/",
      "productUrl": "https://flowiseai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "pipedream",
      "id": "pipedream-2026-05-01",
      "reviewId": "REV-PIPEDREAM-2026-05-01",
      "name": "Pipedream",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Pipedream",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/pipedream/",
      "productUrl": "https://pipedream.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "magic-dev",
      "id": "magic-dev-2026-05-01",
      "reviewId": "REV-MAGIC-DEV-2026-05-01",
      "name": "Magic",
      "category": "Coding",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Magic",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/magic-dev/",
      "productUrl": "https://magic.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "dify-ai",
      "id": "dify-ai-2026-05-01",
      "reviewId": "REV-DIFY-AI-2026-05-01",
      "name": "Dify",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Dify",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/dify-ai/",
      "productUrl": "https://dify.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "poolside-ai",
      "id": "poolside-ai-2026-05-01",
      "reviewId": "REV-POOLSIDE-AI-2026-05-01",
      "name": "Poolside",
      "category": "Coding",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Poolside",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/poolside-ai/",
      "productUrl": "https://www.poolside.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "contextual-ai",
      "id": "contextual-ai-2026-05-01",
      "reviewId": "REV-CONTEXTUAL-AI-2026-05-01",
      "name": "Contextual AI",
      "category": "Research",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Contextual AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/contextual-ai/",
      "productUrl": "https://contextual.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "phoenix-arize",
      "id": "phoenix-arize-2026-05-01",
      "reviewId": "REV-PHOENIX-ARIZE-2026-05-01",
      "name": "Phoenix (Arize)",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Phoenix (Arize)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/phoenix-arize/",
      "productUrl": "https://phoenix.arize.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "langfuse",
      "id": "langfuse-2026-05-01",
      "reviewId": "REV-LANGFUSE-2026-05-01",
      "name": "Langfuse",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Langfuse",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/langfuse/",
      "productUrl": "https://langfuse.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "traceloop",
      "id": "traceloop-2026-05-01",
      "reviewId": "REV-TRACELOOP-2026-05-01",
      "name": "Traceloop",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Traceloop",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/traceloop/",
      "productUrl": "https://www.traceloop.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "promptlayer",
      "id": "promptlayer-2026-05-01",
      "reviewId": "REV-PROMPTLAYER-2026-05-01",
      "name": "PromptLayer",
      "category": "Frameworks & Eval",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of PromptLayer",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/promptlayer/",
      "productUrl": "https://promptlayer.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "ragas",
      "id": "ragas-2026-05-01",
      "reviewId": "REV-RAGAS-2026-05-01",
      "name": "Ragas",
      "category": "Frameworks & Eval",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Ragas",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/ragas/",
      "productUrl": "https://docs.ragas.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "trulens",
      "id": "trulens-2026-05-01",
      "reviewId": "REV-TRULENS-2026-05-01",
      "name": "TruLens",
      "category": "Frameworks & Eval",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of TruLens",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/trulens/",
      "productUrl": "https://www.trulens.org",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "portkey-ai",
      "id": "portkey-ai-2026-05-01",
      "reviewId": "REV-PORTKEY-AI-2026-05-01",
      "name": "Portkey",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Portkey",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/portkey-ai/",
      "productUrl": "https://portkey.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "inkeep",
      "id": "inkeep-2026-05-01",
      "reviewId": "REV-INKEEP-2026-05-01",
      "name": "Inkeep",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Inkeep",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/inkeep/",
      "productUrl": "https://inkeep.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "kapa-ai",
      "id": "kapa-ai-2026-05-01",
      "reviewId": "REV-KAPA-AI-2026-05-01",
      "name": "Kapa AI",
      "category": "Customer Experience",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Kapa AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/kapa-ai/",
      "productUrl": "https://www.kapa.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "guru-ai",
      "id": "guru-ai-2026-05-01",
      "reviewId": "REV-GURU-AI-2026-05-01",
      "name": "Guru",
      "category": "Productivity",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Guru",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/guru-ai/",
      "productUrl": "https://www.getguru.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "self-operating-computer",
      "id": "self-operating-computer-2026-05-01",
      "reviewId": "REV-SELF-OPERATING-COMPUTER-2026-05-01",
      "name": "Self-Operating Computer",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Self-Operating Computer",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/self-operating-computer/",
      "productUrl": "https://github.com/OthersideAI/self-operating-computer",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "skyvern-ai",
      "id": "skyvern-ai-2026-05-01",
      "reviewId": "REV-SKYVERN-AI-2026-05-01",
      "name": "Skyvern",
      "category": "Infrastructure",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Skyvern",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/skyvern-ai/",
      "productUrl": "https://www.skyvern.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "fathom-video",
      "id": "fathom-video-2026-05-01",
      "reviewId": "REV-FATHOM-VIDEO-2026-05-01",
      "name": "Fathom",
      "category": "Productivity",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Fathom",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/fathom-video/",
      "productUrl": "https://fathom.video",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "fellow-app",
      "id": "fellow-app-2026-05-01",
      "reviewId": "REV-FELLOW-APP-2026-05-01",
      "name": "Fellow",
      "category": "Productivity",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Fellow",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/fellow-app/",
      "productUrl": "https://fellow.app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "clay-relationship",
      "id": "clay-relationship-2026-05-01",
      "reviewId": "REV-CLAY-RELATIONSHIP-2026-05-01",
      "name": "Clay (relationships)",
      "category": "Productivity",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Clay (relationships)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/clay-relationship/",
      "productUrl": "https://clay.earth",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "spinach-ai",
      "id": "spinach-ai-2026-05-01",
      "reviewId": "REV-SPINACH-AI-2026-05-01",
      "name": "Spinach",
      "category": "Productivity",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Spinach",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/spinach-ai/",
      "productUrl": "https://www.spinach.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "anyscale",
      "id": "anyscale-2026-05-01",
      "reviewId": "REV-ANYSCALE-2026-05-01",
      "name": "Anyscale",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Anyscale",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/anyscale/",
      "productUrl": "https://www.anyscale.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "baseten",
      "id": "baseten-2026-05-01",
      "reviewId": "REV-BASETEN-2026-05-01",
      "name": "Baseten",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Baseten",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/baseten/",
      "productUrl": "https://www.baseten.co",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "modal-com",
      "id": "modal-com-2026-05-01",
      "reviewId": "REV-MODAL-COM-2026-05-01",
      "name": "Modal",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Modal",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/modal-com/",
      "productUrl": "https://modal.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "ollama",
      "id": "ollama-2026-05-01",
      "reviewId": "REV-OLLAMA-2026-05-01",
      "name": "Ollama",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Ollama",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/ollama/",
      "productUrl": "https://ollama.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "replicate",
      "id": "replicate-2026-05-01",
      "reviewId": "REV-REPLICATE-2026-05-01",
      "name": "Replicate",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Replicate",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/replicate/",
      "productUrl": "https://replicate.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "lmstudio",
      "id": "lmstudio-2026-05-01",
      "reviewId": "REV-LMSTUDIO-2026-05-01",
      "name": "LM Studio",
      "category": "Infrastructure",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of LM Studio",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/lmstudio/",
      "productUrl": "https://lmstudio.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "deepseek-chat",
      "id": "deepseek-chat-2026-05-01",
      "reviewId": "REV-DEEPSEEK-CHAT-2026-05-01",
      "name": "DeepSeek",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of DeepSeek",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/deepseek-chat/",
      "productUrl": "https://www.deepseek.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "xai-grok",
      "id": "xai-grok-2026-05-01",
      "reviewId": "REV-XAI-GROK-2026-05-01",
      "name": "Grok (xAI)",
      "category": "Chat & Companion",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Grok (xAI)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/xai-grok/",
      "productUrl": "https://x.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "hugging-face",
      "id": "hugging-face-2026-05-01",
      "reviewId": "REV-HUGGING-FACE-2026-05-01",
      "name": "HuggingFace",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of HuggingFace",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hugging-face/",
      "productUrl": "https://huggingface.co",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "qwen-chat",
      "id": "qwen-chat-2026-05-01",
      "reviewId": "REV-QWEN-CHAT-2026-05-01",
      "name": "Qwen Chat",
      "category": "Chat & Companion",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Qwen Chat",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/qwen-chat/",
      "productUrl": "https://chat.qwen.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "kimi-moonshot",
      "id": "kimi-moonshot-2026-05-01",
      "reviewId": "REV-KIMI-MOONSHOT-2026-05-01",
      "name": "Kimi (Moonshot)",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Kimi (Moonshot)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/kimi-moonshot/",
      "productUrl": "https://kimi.moonshot.cn",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "replika",
      "id": "replika-2026-05-01",
      "reviewId": "REV-REPLIKA-2026-05-01",
      "name": "Replika",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Replika",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/replika/",
      "productUrl": "https://replika.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "yi-01ai",
      "id": "yi-01ai-2026-05-01",
      "reviewId": "REV-YI-01AI-2026-05-01",
      "name": "Yi (01.AI)",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Yi (01.AI)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/yi-01ai/",
      "productUrl": "https://www.lingyiwanwu.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "scenario-gg",
      "id": "scenario-gg-2026-05-01",
      "reviewId": "REV-SCENARIO-GG-2026-05-01",
      "name": "Scenario",
      "category": "Image & Design",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Scenario",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/scenario-gg/",
      "productUrl": "https://www.scenario.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "playground-ai",
      "id": "playground-ai-2026-05-01",
      "reviewId": "REV-PLAYGROUND-AI-2026-05-01",
      "name": "Playground AI",
      "category": "Image & Design",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Playground AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/playground-ai/",
      "productUrl": "https://playground.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "nightcafe",
      "id": "nightcafe-2026-05-01",
      "reviewId": "REV-NIGHTCAFE-2026-05-01",
      "name": "NightCafe",
      "category": "Image & Design",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of NightCafe",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/nightcafe/",
      "productUrl": "https://creator.nightcafe.studio",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "luma-genie",
      "id": "luma-genie-2026-05-01",
      "reviewId": "REV-LUMA-GENIE-2026-05-01",
      "name": "Luma Genie",
      "category": "Image & Design",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Luma Genie",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/luma-genie/",
      "productUrl": "https://lumalabs.ai/genie",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "meshy-ai",
      "id": "meshy-ai-2026-05-01",
      "reviewId": "REV-MESHY-AI-2026-05-01",
      "name": "Meshy",
      "category": "Image & Design",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Meshy",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/meshy-ai/",
      "productUrl": "https://www.meshy.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "clickup-ai",
      "id": "clickup-ai-2026-05-01",
      "reviewId": "REV-CLICKUP-AI-2026-05-01",
      "name": "ClickUp AI",
      "category": "Productivity",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of ClickUp AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/clickup-ai/",
      "productUrl": "https://clickup.com/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "monday-ai",
      "id": "monday-ai-2026-05-01",
      "reviewId": "REV-MONDAY-AI-2026-05-01",
      "name": "Monday AI",
      "category": "Productivity",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Monday AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/monday-ai/",
      "productUrl": "https://monday.com/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "smartsheet-ai",
      "id": "smartsheet-ai-2026-05-01",
      "reviewId": "REV-SMARTSHEET-AI-2026-05-01",
      "name": "Smartsheet AI",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Smartsheet AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/smartsheet-ai/",
      "productUrl": "https://www.smartsheet.com/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "openai-realtime",
      "id": "openai-realtime-2026-05-01",
      "reviewId": "REV-OPENAI-REALTIME-2026-05-01",
      "name": "OpenAI Realtime",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of OpenAI Realtime",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/openai-realtime/",
      "productUrl": "https://platform.openai.com/docs/guides/realtime",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "perplexity-api",
      "id": "perplexity-api-2026-05-01",
      "reviewId": "REV-PERPLEXITY-API-2026-05-01",
      "name": "Perplexity API",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Perplexity API",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/perplexity-api/",
      "productUrl": "https://docs.perplexity.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "tavily-api",
      "id": "tavily-api-2026-05-01",
      "reviewId": "REV-TAVILY-API-2026-05-01",
      "name": "Tavily",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Tavily",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/tavily-api/",
      "productUrl": "https://tavily.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "airtable-ai",
      "id": "airtable-ai-2026-05-01",
      "reviewId": "REV-AIRTABLE-AI-2026-05-01",
      "name": "Airtable AI",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Airtable AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/airtable-ai/",
      "productUrl": "https://www.airtable.com/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "dia-browser",
      "id": "dia-browser-2026-05-01",
      "reviewId": "REV-DIA-BROWSER-2026-05-01",
      "name": "Dia (The Browser Company)",
      "category": "Infrastructure",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Dia (The Browser Company)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/dia-browser/",
      "productUrl": "https://www.diabrowser.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "arc-browser",
      "id": "arc-browser-2026-05-01",
      "reviewId": "REV-ARC-BROWSER-2026-05-01",
      "name": "Arc Browser",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Arc Browser",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/arc-browser/",
      "productUrl": "https://arc.net",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "aria-opera",
      "id": "aria-opera-2026-05-01",
      "reviewId": "REV-ARIA-OPERA-2026-05-01",
      "name": "Aria (Opera)",
      "category": "Infrastructure",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Aria (Opera)",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/aria-opera/",
      "productUrl": "https://www.opera.com/features/aria",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "serpapi",
      "id": "serpapi-2026-05-01",
      "reviewId": "REV-SERPAPI-2026-05-01",
      "name": "SerpAPI",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of SerpAPI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/serpapi/",
      "productUrl": "https://serpapi.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "brave-leo",
      "id": "brave-leo-2026-05-01",
      "reviewId": "REV-BRAVE-LEO-2026-05-01",
      "name": "Brave Leo",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Brave Leo",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/brave-leo/",
      "productUrl": "https://brave.com/leo",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "kensho",
      "id": "kensho-2026-05-01",
      "reviewId": "REV-KENSHO-2026-05-01",
      "name": "Kensho",
      "category": "Specialized verticals",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Kensho",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/kensho/",
      "productUrl": "https://www.kensho.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "ravenpack",
      "id": "ravenpack-2026-05-01",
      "reviewId": "REV-RAVENPACK-2026-05-01",
      "name": "RavenPack",
      "category": "Specialized verticals",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of RavenPack",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/ravenpack/",
      "productUrl": "https://www.ravenpack.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "alphasense",
      "id": "alphasense-2026-05-01",
      "reviewId": "REV-ALPHASENSE-2026-05-01",
      "name": "AlphaSense",
      "category": "Specialized verticals",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of AlphaSense",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/alphasense/",
      "productUrl": "https://www.alpha-sense.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "paradigm-ai",
      "id": "paradigm-ai-2026-05-01",
      "reviewId": "REV-PARADIGM-AI-2026-05-01",
      "name": "Paradigm",
      "category": "Productivity",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Paradigm",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/paradigm-ai/",
      "productUrl": "https://www.paradigmai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "lutra",
      "id": "lutra-2026-05-01",
      "reviewId": "REV-LUTRA-2026-05-01",
      "name": "Lutra",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Lutra",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/lutra/",
      "productUrl": "https://lutra.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "you-com-search",
      "id": "you-com-search-2026-05-01",
      "reviewId": "REV-YOU-COM-SEARCH-2026-05-01",
      "name": "You.com Search",
      "category": "Research",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of You.com Search",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/you-com-search/",
      "productUrl": "https://you.com/search",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "perplexity-shopping",
      "id": "perplexity-shopping-2026-05-01",
      "reviewId": "REV-PERPLEXITY-SHOPPING-2026-05-01",
      "name": "Perplexity Shopping",
      "category": "Customer Experience",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Perplexity Shopping",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/perplexity-shopping/",
      "productUrl": "https://www.perplexity.ai/shopping",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "elastic-quote",
      "id": "elastic-quote-2026-05-01",
      "reviewId": "REV-ELASTIC-QUOTE-2026-05-01",
      "name": "Elastic Quote",
      "category": "Research",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Elastic Quote",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/elastic-quote/",
      "productUrl": "https://www.elastic.co",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "seek-ai",
      "id": "seek-ai-2026-05-01",
      "reviewId": "REV-SEEK-AI-2026-05-01",
      "name": "Seek AI",
      "category": "Infrastructure",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Seek AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/seek-ai/",
      "productUrl": "https://seek.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "rabbit-r1",
      "id": "rabbit-r1-2026-05-01",
      "reviewId": "REV-RABBIT-R1-2026-05-01",
      "name": "Rabbit R1",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Rabbit R1",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/rabbit-r1/",
      "productUrl": "https://www.rabbit.tech",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "humane-ai-pin",
      "id": "humane-ai-pin-2026-05-01",
      "reviewId": "REV-HUMANE-AI-PIN-2026-05-01",
      "name": "Humane AI Pin",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Humane AI Pin",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/humane-ai-pin/",
      "productUrl": "https://humane.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "chai-research",
      "id": "chai-research-2026-05-01",
      "reviewId": "REV-CHAI-RESEARCH-2026-05-01",
      "name": "Chai",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Chai",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/chai-research/",
      "productUrl": "https://www.chai-research.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "janitor-ai",
      "id": "janitor-ai-2026-05-01",
      "reviewId": "REV-JANITOR-AI-2026-05-01",
      "name": "Janitor AI",
      "category": "Chat & Companion",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Janitor AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/janitor-ai/",
      "productUrl": "https://janitorai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "snorkel-ai",
      "id": "snorkel-ai-2026-05-01",
      "reviewId": "REV-SNORKEL-AI-2026-05-01",
      "name": "Snorkel AI",
      "category": "Infrastructure",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Snorkel AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/snorkel-ai/",
      "productUrl": "https://snorkel.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "botpress",
      "id": "botpress-2026-05-01",
      "reviewId": "REV-BOTPRESS-2026-05-01",
      "name": "Botpress",
      "category": "Customer Experience",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Botpress",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/botpress/",
      "productUrl": "https://botpress.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "rasa",
      "id": "rasa-2026-05-01",
      "reviewId": "REV-RASA-2026-05-01",
      "name": "Rasa",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Rasa",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/rasa/",
      "productUrl": "https://rasa.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "voiceflow",
      "id": "voiceflow-2026-05-01",
      "reviewId": "REV-VOICEFLOW-2026-05-01",
      "name": "Voiceflow",
      "category": "Voice",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of Voiceflow",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/voiceflow/",
      "productUrl": "https://www.voiceflow.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "automa-app",
      "id": "automa-app-2026-05-01",
      "reviewId": "REV-AUTOMA-APP-2026-05-01",
      "name": "Automa",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Automa",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/automa-app/",
      "productUrl": "https://automa.app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "nebius",
      "id": "nebius-2026-05-01",
      "reviewId": "REV-NEBIUS-2026-05-01",
      "name": "Nebius",
      "category": "Infrastructure",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Nebius",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/nebius/",
      "productUrl": "https://nebius.com/services/studio",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "openrouter-models",
      "id": "openrouter-models-2026-05-01",
      "reviewId": "REV-OPENROUTER-MODELS-2026-05-01",
      "name": "OpenRouter Models",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of OpenRouter Models",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/openrouter-models/",
      "productUrl": "https://openrouter.ai/models",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "lambda-labs",
      "id": "lambda-labs-2026-05-01",
      "reviewId": "REV-LAMBDA-LABS-2026-05-01",
      "name": "Lambda Labs",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Lambda Labs",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/lambda-labs/",
      "productUrl": "https://lambdalabs.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "recogni",
      "id": "recogni-2026-05-01",
      "reviewId": "REV-RECOGNI-2026-05-01",
      "name": "Recogni",
      "category": "Infrastructure",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Recogni",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/recogni/",
      "productUrl": "https://www.recogni.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "deepinfra",
      "id": "deepinfra-2026-05-01",
      "reviewId": "REV-DEEPINFRA-2026-05-01",
      "name": "DeepInfra",
      "category": "Infrastructure",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of DeepInfra",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/deepinfra/",
      "productUrl": "https://deepinfra.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "haystack-deepset",
      "id": "haystack-deepset-2026-05-01",
      "reviewId": "REV-HAYSTACK-DEEPSET-2026-05-01",
      "name": "Haystack",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Haystack",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/haystack-deepset/",
      "productUrl": "https://haystack.deepset.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "agno",
      "id": "agno-2026-05-01",
      "reviewId": "REV-AGNO-2026-05-01",
      "name": "Agno",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Agno",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/agno/",
      "productUrl": "https://www.agno.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "griptape",
      "id": "griptape-2026-05-01",
      "reviewId": "REV-GRIPTAPE-2026-05-01",
      "name": "Griptape",
      "category": "Workflow & Automation",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Griptape",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/griptape/",
      "productUrl": "https://www.griptape.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "livekit-agents",
      "id": "livekit-agents-2026-05-01",
      "reviewId": "REV-LIVEKIT-AGENTS-2026-05-01",
      "name": "LiveKit Agents",
      "category": "Voice",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of LiveKit Agents",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/livekit-agents/",
      "productUrl": "https://docs.livekit.io/agents",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "swiggy-ai",
      "id": "swiggy-ai-2026-05-01",
      "reviewId": "REV-SWIGGY-AI-2026-05-01",
      "name": "Swiggy AI",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Swiggy AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/swiggy-ai/",
      "productUrl": "https://www.swiggy.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "zebrium",
      "id": "zebrium-2026-05-01",
      "reviewId": "REV-ZEBRIUM-2026-05-01",
      "name": "Zebrium",
      "category": "Frameworks & Eval",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Zebrium",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/zebrium/",
      "productUrl": "https://www.zebrium.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "openai-agent-sdk",
      "id": "openai-agent-sdk-2026-05-01",
      "reviewId": "REV-OPENAI-AGENT-SDK-2026-05-01",
      "name": "OpenAI Agent SDK",
      "category": "Workflow & Automation",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of OpenAI Agent SDK",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/openai-agent-sdk/",
      "productUrl": "https://openai.github.io/openai-agents-python",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "kling-ai",
      "id": "kling-ai-2026-05-01",
      "reviewId": "REV-KLING-AI-2026-05-01",
      "name": "Kling",
      "category": "Image & Design",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Kling",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/kling-ai/",
      "productUrl": "https://klingai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "hailuo-ai",
      "id": "hailuo-ai-2026-05-01",
      "reviewId": "REV-HAILUO-AI-2026-05-01",
      "name": "Hailuo AI",
      "category": "Image & Design",
      "score": 53,
      "lane": "reviewed",
      "summary": "Public-surface review of Hailuo AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hailuo-ai/",
      "productUrl": "https://hailuoai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "vidu-ai",
      "id": "vidu-ai-2026-05-01",
      "reviewId": "REV-VIDU-AI-2026-05-01",
      "name": "Vidu",
      "category": "Image & Design",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Vidu",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/vidu-ai/",
      "productUrl": "https://www.vidu.studio",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "pixverse",
      "id": "pixverse-2026-05-01",
      "reviewId": "REV-PIXVERSE-2026-05-01",
      "name": "Pixverse",
      "category": "Image & Design",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of Pixverse",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/pixverse/",
      "productUrl": "https://pixverse.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "playphone-ai",
      "id": "playphone-ai-2026-05-01",
      "reviewId": "REV-PLAYPHONE-AI-2026-05-01",
      "name": "PlayPhone AI",
      "category": "Voice",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of PlayPhone AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/playphone-ai/",
      "productUrl": "https://www.playphone.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "camb-ai",
      "id": "camb-ai-2026-05-01",
      "reviewId": "REV-CAMB-AI-2026-05-01",
      "name": "Camb AI",
      "category": "Voice",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Camb AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/camb-ai/",
      "productUrl": "https://www.camb.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "warmly-ai",
      "id": "warmly-ai-2026-05-01",
      "reviewId": "REV-WARMLY-AI-2026-05-01",
      "name": "Warmly",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Warmly",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/warmly-ai/",
      "productUrl": "https://www.warmly.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "hubspot-clearbit",
      "id": "hubspot-clearbit-2026-05-01",
      "reviewId": "REV-HUBSPOT-CLEARBIT-2026-05-01",
      "name": "HubSpot Clearbit",
      "category": "Customer Experience",
      "score": 65,
      "lane": "reviewed",
      "summary": "Public-surface review of HubSpot Clearbit",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hubspot-clearbit/",
      "productUrl": "https://www.hubspot.com/products/clearbit",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "clari",
      "id": "clari-2026-05-01",
      "reviewId": "REV-CLARI-2026-05-01",
      "name": "Clari",
      "category": "Customer Experience",
      "score": 78,
      "lane": "reviewed",
      "summary": "Public-surface review of Clari",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/clari/",
      "productUrl": "https://www.clari.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "opal-ai",
      "id": "opal-ai-2026-05-01",
      "reviewId": "REV-OPAL-AI-2026-05-01",
      "name": "Opal",
      "category": "Productivity",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of Opal",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/opal-ai/",
      "productUrl": "https://opal.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "swebench",
      "id": "swebench-2026-05-01",
      "reviewId": "REV-SWEBENCH-2026-05-01",
      "name": "SWE-bench Leaderboards",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "[Introducing **CodeClash**, our new evaluation where LMs compete head to head to write the best codebase!\\\\\n\\\\\nClick here to learn more.](https://codeclash.ai/)\n\nVerifiedMultilingualLiteFullMultimodal\n\n_Verified_ is a human-filtered subset of 500 instances. We use [mini-SWE-agent](https://github.com",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/swebench/",
      "productUrl": "https://swebench.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "bondai",
      "id": "bondai-2026-05-01",
      "reviewId": "REV-BONDAI-2026-05-01",
      "name": "Meet BondAI | BondAI",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "Build highly capable Single and Multi-Agent Systems.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/bondai/",
      "productUrl": "https://bondai.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "agentrunner",
      "id": "agentrunner-2026-05-08",
      "reviewId": "REV-AGENTRUNNER-2026-05-08",
      "name": "AgentRunner",
      "category": "Productivity",
      "score": 50,
      "lane": "reviewed",
      "summary": "AgentRunner should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/agentrunner/",
      "productUrl": "https://agentrunner.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "base44-superagents",
      "id": "base44-superagents-2026-05-08",
      "reviewId": "REV-BASE44-SUPERAGENTS-2026-05-08",
      "name": "Base44 Superagents",
      "category": "Productivity",
      "score": 70,
      "lane": "reviewed",
      "summary": "Base44 Superagents should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/base44-superagents/",
      "productUrl": "https://base44.com/superagents",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "cursor-3",
      "id": "cursor-3-2026-05-08",
      "reviewId": "REV-CURSOR-3-2026-05-08",
      "name": "Cursor 3",
      "category": "Coding",
      "score": 70,
      "lane": "reviewed",
      "summary": "Cursor 3 should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/cursor-3/",
      "productUrl": "https://cursor.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "emergent-wingman",
      "id": "emergent-wingman-2026-05-08",
      "reviewId": "REV-EMERGENT-WINGMAN-2026-05-08",
      "name": "Emergent Wingman",
      "category": "Productivity",
      "score": 40,
      "lane": "reviewed",
      "summary": "Emergent Wingman should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/emergent-wingman/",
      "productUrl": "https://app.emergent.sh/wingman/",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "gauge",
      "id": "gauge-2026-05-08",
      "reviewId": "REV-GAUGE-2026-05-08",
      "name": "Gauge",
      "category": "Marketing",
      "score": 60,
      "lane": "reviewed",
      "summary": "Gauge should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/gauge/",
      "productUrl": "https://www.withgauge.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "goose",
      "id": "goose-2026-05-08",
      "reviewId": "REV-GOOSE-2026-05-08",
      "name": "GooseAI",
      "category": "AI Agent",
      "score": 78,
      "lane": "reviewed",
      "summary": "# Stop overpaying for your AI infrastructure.\n\nFully managed NLP-as-a-Service delivered via API,\n\nat 30% the cost. It's time to migrate.\n\nEnter your email to take flight.\n\nSign up!\n\n## Meet our gaggle.\n\nGPT-Neo 1.3B, Fairseq 1.3B\n\nGPT-Neo 1.3B, Fairseq 1.3B\n\nSmall\n\n$0.000110\n\n/re",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/goose/",
      "productUrl": "https://goose.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "intent-augment-code",
      "id": "intent-augment-code-2026-05-08",
      "reviewId": "REV-INTENT-AUGMENT-CODE-2026-05-08",
      "name": "Intent (Augment Code)",
      "category": "Coding",
      "score": 40,
      "lane": "reviewed",
      "summary": "Intent (Augment Code) should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/intent-augment-code/",
      "productUrl": "https://www.producthunt.com/products/augment-code",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "openfang",
      "id": "openfang-2026-05-08",
      "reviewId": "REV-OPENFANG-2026-05-08",
      "name": "OpenFang",
      "category": "Productivity",
      "score": 40,
      "lane": "reviewed",
      "summary": "OpenFang should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/openfang/",
      "productUrl": "https://openfang.sh",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "pensieve",
      "id": "pensieve-2026-05-08",
      "reviewId": "REV-PENSIEVE-2026-05-08",
      "name": "Pensieve",
      "category": "Research",
      "score": 60,
      "lane": "reviewed",
      "summary": "Pensieve should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/pensieve/",
      "productUrl": "https://pensieve.uk",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "workflow-machine",
      "id": "workflow-machine-2026-05-08",
      "reviewId": "REV-WORKFLOW-MACHINE-2026-05-08",
      "name": "Workflow Machine",
      "category": "Productivity",
      "score": 60,
      "lane": "reviewed",
      "summary": "Workflow Machine should get a cautious T1 public-surface pass focused on visible claims, access friction, pricing clarity, and proof depth.",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/workflow-machine/",
      "productUrl": "https://workflowmachine.com/",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "heightsplatform",
      "id": "heightsplatform-2026-05-08",
      "reviewId": "REV-HEIGHTSPLATFORM-2026-05-08",
      "name": "AI Online Course Creation Platform - Heights AI 2 Features",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "The power of AI to help creators build and grow their courses, communities, and coaching programs. Like having your own expert coach available instantly. AI that can create online courses for you., Stream, Stream, Stream, Stream, Stream, Stream, Stream",
      "publishedAt": "2026-05-08",
      "updatedAt": "2026-05-08",
      "detailUrl": "/reviews/heightsplatform/",
      "productUrl": "https://heightsplatform.com/features/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "writesonic",
      "id": "writesonic-2026-05-01",
      "reviewId": "REV-WRITESONIC-2026-05-01",
      "name": "Writesonic",
      "category": "Marketing & Content",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of writesonic.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/writesonic/",
      "productUrl": "https://writesonic.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "flux-imessage-agents",
      "id": "flux-imessage-agents-2026-05-01",
      "reviewId": "REV-FLUX-IMESSAGE-AGENTS-2026-05-01",
      "name": "Flux",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of flux-imessage-agents.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/flux-imessage-agents/",
      "productUrl": "https://github.com/photon-hq/flux",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "ai2sql",
      "id": "ai2sql-2026-05-01",
      "reviewId": "REV-AI2SQL-2026-05-01",
      "name": "SQL Query Builder & Generator - AI Powered Database Assistant",
      "category": "AI Agent",
      "score": 50,
      "lane": "reviewed",
      "summary": "Public-surface review of SQL Query Builder & Generator - AI Powered Database Assistant.",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-05-14",
      "detailUrl": "/reviews/ai2sql/",
      "productUrl": "https://ai2sql.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "tier": "FADING",
      "scorecardUrl": "/data/scorecards/ai2sql.json",
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "headlinesai-pro",
      "id": "headlinesai-pro-2026-05-01",
      "reviewId": "REV-HEADLINESAI-PRO-2026-05-01",
      "name": "Free AI Title Generator – Get Catchy & SEO-Friendly Titles | NetusAI",
      "category": "Marketing & Content",
      "score": 50,
      "lane": "reviewed",
      "summary": "Public-surface review of Free AI Title Generator – Get Catchy & SEO-Friendly Titles | NetusAI.",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/headlinesai-pro/",
      "productUrl": "https://headlinesai.pro",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2,
      "tier": "FADING",
      "scorecardUrl": "/data/scorecards/headlinesai-pro.json"
    },
    {
      "slug": "canary",
      "id": "canary-2026-05-01",
      "reviewId": "REV-CANARY-2026-05-01",
      "name": "Canary",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of canary.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/canary/",
      "productUrl": "https://www.runcanary.ai/",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "cal-com",
      "id": "cal-com-2026-05-01",
      "reviewId": "REV-CAL-COM-2026-05-01",
      "name": "Cal.com AI",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of cal-com.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cal-com/",
      "productUrl": "https://cal.com/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "aiforgoogleslides",
      "id": "aiforgoogleslides-2026-05-01",
      "reviewId": "REV-AIFORGOOGLESLIDES-2026-05-01",
      "name": "AI for Google Slides - Free Google Slides AI tool",
      "category": "Coding",
      "score": 50,
      "lane": "reviewed",
      "summary": "Public-surface review of AI for Google Slides - Free Google Slides AI tool.",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-05-14",
      "detailUrl": "/reviews/aiforgoogleslides/",
      "productUrl": "https://aiforgoogleslides.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2,
      "tier": "FADING",
      "scorecardUrl": "/data/scorecards/aiforgoogleslides.json"
    },
    {
      "slug": "app-rapidtextai",
      "id": "app-rapidtextai-2026-05-01",
      "reviewId": "REV-APP-RAPIDTEXTAI-2026-05-01",
      "name": "RapidTextAI - Advanced AI article generator, Content, and Image Generation Tools",
      "category": "Image & Design",
      "score": 65,
      "lane": "reviewed",
      "summary": "Advanced AI article generator powered by GPT-4, Grok, Gemini, Deepseek and more. Create comprehensive, SEO-optimized content from 3,000+ word blog posts to converting ad copy in minutes. Features built-in AI detection bypass and humanization tools to ensure your content remains undetectable and authentic",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/app-rapidtextai/",
      "productUrl": "https://app.rapidtextai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "avatarai-me",
      "id": "avatarai-me-2026-05-01",
      "reviewId": "REV-AVATARAI-ME-2026-05-01",
      "name": "AI Avatar Generator - Create Custom AI Avatars of Yourself | Professional Photo Shoots with AI",
      "category": "Image & Design",
      "score": 65,
      "lane": "reviewed",
      "summary": "Generate photorealistic images and videos of people with AI. Generate over 120 unique avatar styles inspired by the original Avatar AI™ that sparked the vi..., Stream, Stream",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/avatarai-me/",
      "productUrl": "https://avatarai.me",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "aws-amazon",
      "id": "aws-amazon-2026-05-01",
      "reviewId": "REV-AWS-AMAZON-2026-05-01",
      "name": "Agentic Coding Experience - Amazon Q Developer - AWS",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Your AI code assistant built to handle large projects, Amazon Q Developer: Build works alongside you from idea to production code.        ",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/aws-amazon/",
      "productUrl": "https://aws.amazon.com/q/developer/build?sc_channel=el&trk=fd6bb27a-13b0-4286-8269-c7b1cfaa29f0",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "chatwithcloud",
      "id": "chatwithcloud-2026-05-01",
      "reviewId": "REV-CHATWITHCLOUD-2026-05-01",
      "name": "ChatWithCloud - Chat with your AWS Cloud from Terminal",
      "category": "Chat & Companion",
      "score": 78,
      "lane": "reviewed",
      "summary": "CLI to Chat with your AWS Cloud from Terminal using generative AI.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/chatwithcloud/",
      "productUrl": "https://chatwithcloud.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "astra",
      "id": "astra-2026-05-01",
      "reviewId": "REV-ASTRA-2026-05-01",
      "name": "Astra",
      "category": "Productivity",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of astra.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/astra/",
      "productUrl": "https://www.producthunt.com/products/astra-5",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "civitai",
      "id": "civitai-2026-05-01",
      "reviewId": "REV-CIVITAI-2026-05-01",
      "name": "Civitai | Share your models",
      "category": "AI Agent",
      "score": 65,
      "lane": "reviewed",
      "summary": "# Whoops!\n\n# Something went wrong :(\n\nTry refreshing or navigating to a different page\n\n[home](https://civitai.com/)\n\n[models](https://civitai.com/models)\n\n[images](https://civitai.com/images)\n\n[videos](https://civitai.com/videos)\n\n[posts](https://civitai.com/posts)\n\n[articles](https://civitai.com/a",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/civitai/",
      "productUrl": "https://civitai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "enact",
      "id": "enact-2026-05-01",
      "reviewId": "REV-ENACT-2026-05-01",
      "name": "Enact",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of enact.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/enact/",
      "productUrl": "https://enact.tools",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "crossnode",
      "id": "crossnode-2026-05-01",
      "reviewId": "REV-CROSSNODE-2026-05-01",
      "name": "Crossnode",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of crossnode.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/crossnode/",
      "productUrl": "https://crossnode.sh/",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "fathom-3-0",
      "id": "fathom-3-0-2026-05-01",
      "reviewId": "REV-FATHOM-3-0-2026-05-01",
      "name": "Fathom 3.0",
      "category": "Productivity",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of fathom-3-0.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/fathom-3-0/",
      "productUrl": "https://www.producthunt.com/products/fathom",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "d-id",
      "id": "d-id-2026-05-01",
      "reviewId": "REV-D-ID-2026-05-01",
      "name": "D-ID | The #1 Choice for AI Generated Video Creation Platform",
      "category": "Image & Design",
      "score": 78,
      "lane": "reviewed",
      "summary": "Introducing NUI the Natural User Interface, aimed at revolutionizing how people interact with anything digital leveraging the power of AI",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/d-id/",
      "productUrl": "https://d-id.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "imgcmd",
      "id": "imgcmd-2026-05-01",
      "reviewId": "REV-IMGCMD-2026-05-01",
      "name": "imgcmd",
      "category": "Image & Design",
      "score": 73,
      "lane": "reviewed",
      "summary": "Public-surface review of imgcmd.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/imgcmd/",
      "productUrl": "https://www.imgcmd.com/",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "slug": "far-site",
      "id": "far-site-2026-05-01",
      "reviewId": "REV-FAR-SITE-2026-05-01",
      "name": "FARSITE - Government Contract Compliance Software",
      "category": "AI Agent",
      "score": 53,
      "lane": "reviewed",
      "summary": "FARSITE government contract compliance software helps contractors assess FAR, DFARS, and supplemental clauses in their contracts, communicate compliance requirements across their organizations, and hold teams accountable.",
      "publishedAt": "2026-05-01",
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      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "gradio-agentchatbot",
      "id": "gradio-agentchatbot-2026-05-01",
      "reviewId": "REV-GRADIO-AGENTCHATBOT-2026-05-01",
      "name": "gradio_agentchatbot",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of gradio-agentchatbot.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/gradio-agentchatbot/",
      "productUrl": "https://huggingface.co/spaces/freddyaboulton/gradio_agentchatbot",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "site-agent",
      "id": "site-agent-2026-05-01",
      "reviewId": "REV-SITE-AGENT-2026-05-01",
      "name": "site-agent",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of site-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/site-agent/",
      "productUrl": "https://huggingface.co/spaces/ginigen-ai/site-agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "cs-agent",
      "id": "cs-agent-2026-05-01",
      "reviewId": "REV-CS-AGENT-2026-05-01",
      "name": "cs-agent",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of cs-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cs-agent/",
      "productUrl": "https://huggingface.co/spaces/Agents-MCP-Hackathon/cs-agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "referatai",
      "id": "referatai-2026-05-01",
      "reviewId": "REV-REFERATAI-2026-05-01",
      "name": "referatai",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of referatai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/referatai/",
      "productUrl": "https://huggingface.co/spaces/Hrodw0lf/referatai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "openai-chatgpt-turbo-ui",
      "id": "openai-chatgpt-turbo-ui-2026-05-01",
      "reviewId": "REV-OPENAI-CHATGPT-TURBO-UI-2026-05-01",
      "name": "OpenAI_chatgpt-turbo-UI",
      "category": "Chat & Companion",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of openai-chatgpt-turbo-ui.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/openai-chatgpt-turbo-ui/",
      "productUrl": "https://huggingface.co/spaces/zuhuri/OpenAI_chatgpt-turbo-UI",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "xylaria",
      "id": "xylaria-2026-05-01",
      "reviewId": "REV-XYLARIA-2026-05-01",
      "name": "Xylaria",
      "category": "Chat & Companion",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of xylaria.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/xylaria/",
      "productUrl": "https://huggingface.co/spaces/none-yet/Xylaria",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "fara-browseruse",
      "id": "fara-browseruse-2026-05-01",
      "reviewId": "REV-FARA-BROWSERUSE-2026-05-01",
      "name": "Fara-BrowserUse",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of fara-browseruse.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/fara-browseruse/",
      "productUrl": "https://huggingface.co/spaces/HyperCluster/Fara-BrowserUse",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "fleetmind-in-action",
      "id": "fleetmind-in-action-2026-05-01",
      "reviewId": "REV-FLEETMIND-IN-ACTION-2026-05-01",
      "name": "fleetmind-in-action",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of fleetmind-in-action.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/fleetmind-in-action/",
      "productUrl": "https://huggingface.co/spaces/MCP-1st-Birthday/fleetmind-in-action",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "ai-recruiting-agent",
      "id": "ai-recruiting-agent-2026-05-01",
      "reviewId": "REV-AI-RECRUITING-AGENT-2026-05-01",
      "name": "AI_Recruiting_Agent",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of ai-recruiting-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/ai-recruiting-agent/",
      "productUrl": "https://huggingface.co/spaces/19arjun89/AI_Recruiting_Agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "chatgpt-assistant",
      "id": "chatgpt-assistant-2026-05-01",
      "reviewId": "REV-CHATGPT-ASSISTANT-2026-05-01",
      "name": "ChatGPT-Assistant",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of chatgpt-assistant.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/chatgpt-assistant/",
      "productUrl": "https://huggingface.co/spaces/dylanmeca/ChatGPT-Assistant",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "hy-embodied-0-5",
      "id": "hy-embodied-0-5-2026-05-01",
      "reviewId": "REV-HY-EMBODIED-0-5-2026-05-01",
      "name": "HY-Embodied-0.5",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of hy-embodied-0-5.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hy-embodied-0-5/",
      "productUrl": "https://huggingface.co/spaces/tencent/HY-Embodied-0.5",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "pixdiet",
      "id": "pixdiet-2026-05-01",
      "reviewId": "REV-PIXDIET-2026-05-01",
      "name": "PixDiet",
      "category": "Chat & Companion",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of pixdiet.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/pixdiet/",
      "productUrl": "https://huggingface.co/spaces/blanchon/PixDiet",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "self-chat",
      "id": "self-chat-2026-05-01",
      "reviewId": "REV-SELF-CHAT-2026-05-01",
      "name": "self-chat",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of self-chat.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/self-chat/",
      "productUrl": "https://huggingface.co/spaces/xu-song/self-chat",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "graphstrike",
      "id": "graphstrike-2026-05-01",
      "reviewId": "REV-GRAPHSTRIKE-2026-05-01",
      "name": "graphstrike",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of graphstrike.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/graphstrike/",
      "productUrl": "https://huggingface.co/spaces/Pandago/graphstrike",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "shillrank-agent",
      "id": "shillrank-agent-2026-05-01",
      "reviewId": "REV-SHILLRANK-AGENT-2026-05-01",
      "name": "shillrank-agent",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of shillrank-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/shillrank-agent/",
      "productUrl": "https://huggingface.co/spaces/Agents-MCP-Hackathon/shillrank-agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "finario-ai-agent-and-mcp",
      "id": "finario-ai-agent-and-mcp-2026-05-01",
      "reviewId": "REV-FINARIO-AI-AGENT-AND-MCP-2026-05-01",
      "name": "Finario-AI-Agent-and-MCP",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of finario-ai-agent-and-mcp.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/finario-ai-agent-and-mcp/",
      "productUrl": "https://huggingface.co/spaces/Agents-MCP-Hackathon/Finario-AI-Agent-and-MCP",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "orynxml-backend",
      "id": "orynxml-backend-2026-05-01",
      "reviewId": "REV-ORYNXML-BACKEND-2026-05-01",
      "name": "orynxml-backend",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of orynxml-backend.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/orynxml-backend/",
      "productUrl": "https://huggingface.co/spaces/Speedofmastery/orynxml-backend",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "synergy-ai",
      "id": "synergy-ai-2026-05-01",
      "reviewId": "REV-SYNERGY-AI-2026-05-01",
      "name": "Synergy-ai",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of synergy-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/synergy-ai/",
      "productUrl": "https://huggingface.co/spaces/Agents-MCP-Hackathon/Synergy-ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "huggingface-chatbot-cascade",
      "id": "huggingface-chatbot-cascade-2026-05-01",
      "reviewId": "REV-HUGGINGFACE-CHATBOT-CASCADE-2026-05-01",
      "name": "Huggingface_Chatbot_Cascade",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of huggingface-chatbot-cascade.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/huggingface-chatbot-cascade/",
      "productUrl": "https://huggingface.co/spaces/kawre/Huggingface_Chatbot_Cascade",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "babel-1-world-engine",
      "id": "babel-1-world-engine-2026-05-01",
      "reviewId": "REV-BABEL-1-WORLD-ENGINE-2026-05-01",
      "name": "Babel-1-World-Engine",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of babel-1-world-engine.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/babel-1-world-engine/",
      "productUrl": "https://huggingface.co/spaces/Corresponding/Babel-1-World-Engine",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "api",
      "id": "api-2026-05-01",
      "reviewId": "REV-API-2026-05-01",
      "name": "API",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of api.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/api/",
      "productUrl": "https://huggingface.co/spaces/Lap1official/API",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "paper-survey-agent",
      "id": "paper-survey-agent-2026-05-01",
      "reviewId": "REV-PAPER-SURVEY-AGENT-2026-05-01",
      "name": "paper-survey-agent",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of paper-survey-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/paper-survey-agent/",
      "productUrl": "https://huggingface.co/spaces/ai-department-lpnu/paper-survey-agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "metaenv",
      "id": "metaenv-2026-05-01",
      "reviewId": "REV-METAENV-2026-05-01",
      "name": "MetaEnv",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of metaenv.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/metaenv/",
      "productUrl": "https://huggingface.co/spaces/Sparsh2105/MetaEnv",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "admissions-env",
      "id": "admissions-env-2026-05-01",
      "reviewId": "REV-ADMISSIONS-ENV-2026-05-01",
      "name": "admissions_env",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of admissions-env.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/admissions-env/",
      "productUrl": "https://huggingface.co/spaces/aryan-0088/admissions_env",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "flight-rebooking",
      "id": "flight-rebooking-2026-05-01",
      "reviewId": "REV-FLIGHT-REBOOKING-2026-05-01",
      "name": "flight-rebooking",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of flight-rebooking.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/flight-rebooking/",
      "productUrl": "https://huggingface.co/spaces/rupak-dev07/flight-rebooking",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "meeting-scheduler-openenv",
      "id": "meeting-scheduler-openenv-2026-05-01",
      "reviewId": "REV-MEETING-SCHEDULER-OPENENV-2026-05-01",
      "name": "meeting-scheduler-openenv",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of meeting-scheduler-openenv.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/meeting-scheduler-openenv/",
      "productUrl": "https://huggingface.co/spaces/jashwithatade/meeting-scheduler-openenv",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "itil-reflexion-agent",
      "id": "itil-reflexion-agent-2026-05-01",
      "reviewId": "REV-ITIL-REFLEXION-AGENT-2026-05-01",
      "name": "itil-reflexion-agent",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of itil-reflexion-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/itil-reflexion-agent/",
      "productUrl": "https://huggingface.co/spaces/VuduVations/itil-reflexion-agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "champion-council-private",
      "id": "champion-council-private-2026-05-01",
      "reviewId": "REV-CHAMPION-COUNCIL-PRIVATE-2026-05-01",
      "name": "Champion_Council_private",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of champion-council-private.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/champion-council-private/",
      "productUrl": "https://huggingface.co/spaces/tostido/Champion_Council_private",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "siteagent",
      "id": "siteagent-2026-05-01",
      "reviewId": "REV-SITEAGENT-2026-05-01",
      "name": "siteagent",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of siteagent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/siteagent/",
      "productUrl": "https://huggingface.co/spaces/ginigen-ai/siteagent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "pixdiet-old-mistral",
      "id": "pixdiet-old-mistral-2026-05-01",
      "reviewId": "REV-PIXDIET-OLD-MISTRAL-2026-05-01",
      "name": "PixDiet-Old-Mistral",
      "category": "Chat & Companion",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of pixdiet-old-mistral.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/pixdiet-old-mistral/",
      "productUrl": "https://huggingface.co/spaces/blanchon/PixDiet-Old-Mistral",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "pubmed-rag",
      "id": "pubmed-rag-2026-05-01",
      "reviewId": "REV-PUBMED-RAG-2026-05-01",
      "name": "pubmed_rag",
      "category": "Chat & Companion",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of pubmed-rag.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/pubmed-rag/",
      "productUrl": "https://huggingface.co/spaces/SHAH-MEER/pubmed_rag",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "trip-planner-v1-tools",
      "id": "trip-planner-v1-tools-2026-05-01",
      "reviewId": "REV-TRIP-PLANNER-V1-TOOLS-2026-05-01",
      "name": "trip_planner_v1_tools",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of trip-planner-v1-tools.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/trip-planner-v1-tools/",
      "productUrl": "https://huggingface.co/spaces/feedforwardblog/trip_planner_v1_tools",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "finflow",
      "id": "finflow-2026-05-01",
      "reviewId": "REV-FINFLOW-2026-05-01",
      "name": "FinFLow",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of finflow.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/finflow/",
      "productUrl": "https://huggingface.co/spaces/Agents-MCP-Hackathon/FinFLow",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "insurellmrag",
      "id": "insurellmrag-2026-05-01",
      "reviewId": "REV-INSURELLMRAG-2026-05-01",
      "name": "insurellmrag",
      "category": "Chat & Companion",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of insurellmrag.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/insurellmrag/",
      "productUrl": "https://huggingface.co/spaces/SHAH-MEER/insurellmrag",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "gpt",
      "id": "gpt-2026-05-01",
      "reviewId": "REV-GPT-2026-05-01",
      "name": "gpt",
      "category": "Chat & Companion",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of gpt.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/gpt/",
      "productUrl": "https://huggingface.co/spaces/Qrstud/gpt",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "linguaicoach",
      "id": "linguaicoach-2026-05-01",
      "reviewId": "REV-LINGUAICOACH-2026-05-01",
      "name": "linguAIcoach",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of linguaicoach.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/linguaicoach/",
      "productUrl": "https://huggingface.co/spaces/alvaroalon2/linguAIcoach",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "scholarbot",
      "id": "scholarbot-2026-05-01",
      "reviewId": "REV-SCHOLARBOT-2026-05-01",
      "name": "ScholarBot",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of scholarbot.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/scholarbot/",
      "productUrl": "https://huggingface.co/spaces/vinny4/ScholarBot",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "irtaza",
      "id": "irtaza-2026-05-01",
      "reviewId": "REV-IRTAZA-2026-05-01",
      "name": "irtaza",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of irtaza.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/irtaza/",
      "productUrl": "https://huggingface.co/spaces/valmarrugel302/irtaza",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "sentiment-chat-app",
      "id": "sentiment-chat-app-2026-05-01",
      "reviewId": "REV-SENTIMENT-CHAT-APP-2026-05-01",
      "name": "sentiment-chat-app",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of sentiment-chat-app.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/sentiment-chat-app/",
      "productUrl": "https://huggingface.co/spaces/lupinerh/sentiment-chat-app",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "chatgks",
      "id": "chatgks-2026-05-01",
      "reviewId": "REV-CHATGKS-2026-05-01",
      "name": "chatGKS",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of chatgks.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/chatgks/",
      "productUrl": "https://huggingface.co/spaces/wodaukuro/chatGKS",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "research-ai-assistant",
      "id": "research-ai-assistant-2026-05-01",
      "reviewId": "REV-RESEARCH-AI-ASSISTANT-2026-05-01",
      "name": "Research_AI_Assistant",
      "category": "Chat & Companion",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of research-ai-assistant.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/research-ai-assistant/",
      "productUrl": "https://huggingface.co/spaces/JatinAutonomousLabs/Research_AI_Assistant",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "dataengenv",
      "id": "dataengenv-2026-05-01",
      "reviewId": "REV-DATAENGENV-2026-05-01",
      "name": "DataEngEnv",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of dataengenv.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/dataengenv/",
      "productUrl": "https://huggingface.co/spaces/CoBeDigger/DataEngEnv",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "multi-cloud-optimizer",
      "id": "multi-cloud-optimizer-2026-05-01",
      "reviewId": "REV-MULTI-CLOUD-OPTIMIZER-2026-05-01",
      "name": "multi_cloud_optimizer",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of multi-cloud-optimizer.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/multi-cloud-optimizer/",
      "productUrl": "https://huggingface.co/spaces/nityanama/multi_cloud_optimizer",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "customer-support-env",
      "id": "customer-support-env-2026-05-01",
      "reviewId": "REV-CUSTOMER-SUPPORT-ENV-2026-05-01",
      "name": "customer-support-env",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of customer-support-env.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/customer-support-env/",
      "productUrl": "https://huggingface.co/spaces/kavyabumiya/customer-support-env",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "clinical-trial-optimizer",
      "id": "clinical-trial-optimizer-2026-05-01",
      "reviewId": "REV-CLINICAL-TRIAL-OPTIMIZER-2026-05-01",
      "name": "clinical-trial-optimizer",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of clinical-trial-optimizer.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/clinical-trial-optimizer/",
      "productUrl": "https://huggingface.co/spaces/Anshul-35/clinical-trial-optimizer",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "macro-signal-env",
      "id": "macro-signal-env-2026-05-01",
      "reviewId": "REV-MACRO-SIGNAL-ENV-2026-05-01",
      "name": "macro-signal-env",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of macro-signal-env.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/macro-signal-env/",
      "productUrl": "https://huggingface.co/spaces/KrishVenky/macro-signal-env",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "data-cleaning-env",
      "id": "data-cleaning-env-2026-05-01",
      "reviewId": "REV-DATA-CLEANING-ENV-2026-05-01",
      "name": "data-cleaning-env",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of data-cleaning-env.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/data-cleaning-env/",
      "productUrl": "https://huggingface.co/spaces/Ridhic/data-cleaning-env",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "agentic-customer-experience-simulation",
      "id": "agentic-customer-experience-simulation-2026-05-01",
      "reviewId": "REV-AGENTIC-CUSTOMER-EXPERIENCE-SIMULATION-2026-05-01",
      "name": "Agentic_Customer_Experience_Simulation",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of agentic-customer-experience-simulation.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/agentic-customer-experience-simulation/",
      "productUrl": "https://huggingface.co/spaces/Avantador/Agentic_Customer_Experience_Simulation",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "devops-incident-response",
      "id": "devops-incident-response-2026-05-01",
      "reviewId": "REV-DEVOPS-INCIDENT-RESPONSE-2026-05-01",
      "name": "devops-incident-response",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of devops-incident-response.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/devops-incident-response/",
      "productUrl": "https://huggingface.co/spaces/Arijit-07/devops-incident-response",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "auditrix",
      "id": "auditrix-2026-05-01",
      "reviewId": "REV-AUDITRIX-2026-05-01",
      "name": "Auditrix",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of auditrix.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/auditrix/",
      "productUrl": "https://huggingface.co/spaces/Kowshik147/Auditrix",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "my-env",
      "id": "my-env-2026-05-01",
      "reviewId": "REV-MY-ENV-2026-05-01",
      "name": "my-env",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of my-env.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/my-env/",
      "productUrl": "https://huggingface.co/spaces/Hollow-Abyss/my-env",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "adaptive-backend-traffic-controller",
      "id": "adaptive-backend-traffic-controller-2026-05-01",
      "reviewId": "REV-ADAPTIVE-BACKEND-TRAFFIC-CONTROLLER-2026-05-01",
      "name": "adaptive-backend-traffic-controller",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of adaptive-backend-traffic-controller.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/adaptive-backend-traffic-controller/",
      "productUrl": "https://huggingface.co/spaces/nikita200/adaptive-backend-traffic-controller",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "messy-data-triage-gym",
      "id": "messy-data-triage-gym-2026-05-01",
      "reviewId": "REV-MESSY-DATA-TRIAGE-GYM-2026-05-01",
      "name": "messy-data-triage-gym",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of messy-data-triage-gym.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/messy-data-triage-gym/",
      "productUrl": "https://huggingface.co/spaces/Aarti526/messy-data-triage-gym",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "smartgrid-rl-env-backup",
      "id": "smartgrid-rl-env-backup-2026-05-01",
      "reviewId": "REV-SMARTGRID-RL-ENV-BACKUP-2026-05-01",
      "name": "smartgrid-rl-env-backup",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of smartgrid-rl-env-backup.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/smartgrid-rl-env-backup/",
      "productUrl": "https://huggingface.co/spaces/shivamverma27799/smartgrid-rl-env-backup",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "incidentops-openenv",
      "id": "incidentops-openenv-2026-05-01",
      "reviewId": "REV-INCIDENTOPS-OPENENV-2026-05-01",
      "name": "incidentops-openenv",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of incidentops-openenv.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/incidentops-openenv/",
      "productUrl": "https://huggingface.co/spaces/arjun100903/incidentops-openenv",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "last-mile-logistics-env-v1",
      "id": "last-mile-logistics-env-v1-2026-05-01",
      "reviewId": "REV-LAST-MILE-LOGISTICS-ENV-V1-2026-05-01",
      "name": "last-mile-logistics-env-v1",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of last-mile-logistics-env-v1.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/last-mile-logistics-env-v1/",
      "productUrl": "https://huggingface.co/spaces/cookNcode/last-mile-logistics-env-v1",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "code-review-env",
      "id": "code-review-env-2026-05-01",
      "reviewId": "REV-CODE-REVIEW-ENV-2026-05-01",
      "name": "code-review-env",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of code-review-env.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/code-review-env/",
      "productUrl": "https://huggingface.co/spaces/pratyush015/code-review-env",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "shopeasy-support-gym",
      "id": "shopeasy-support-gym-2026-05-01",
      "reviewId": "REV-SHOPEASY-SUPPORT-GYM-2026-05-01",
      "name": "shopeasy-support-gym",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of shopeasy-support-gym.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/shopeasy-support-gym/",
      "productUrl": "https://huggingface.co/spaces/Shubham85/shopeasy-support-gym",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "cybersoc-arena",
      "id": "cybersoc-arena-2026-05-01",
      "reviewId": "REV-CYBERSOC-ARENA-2026-05-01",
      "name": "cybersoc-arena",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of cybersoc-arena.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cybersoc-arena/",
      "productUrl": "https://huggingface.co/spaces/amit51/cybersoc-arena",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "graphstrike-model-training",
      "id": "graphstrike-model-training-2026-05-01",
      "reviewId": "REV-GRAPHSTRIKE-MODEL-TRAINING-2026-05-01",
      "name": "graphstrike-model-training",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of graphstrike-model-training.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/graphstrike-model-training/",
      "productUrl": "https://huggingface.co/spaces/Pandago/graphstrike-model-training",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "training-space",
      "id": "training-space-2026-05-01",
      "reviewId": "REV-TRAINING-SPACE-2026-05-01",
      "name": "training-space",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of training-space.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/training-space/",
      "productUrl": "https://huggingface.co/spaces/Pandago/training-space",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "compliance-gym-lending",
      "id": "compliance-gym-lending-2026-05-01",
      "reviewId": "REV-COMPLIANCE-GYM-LENDING-2026-05-01",
      "name": "compliance-gym-lending",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of compliance-gym-lending.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/compliance-gym-lending/",
      "productUrl": "https://huggingface.co/spaces/Kr-monu/compliance-gym-lending",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "saas-audit-env",
      "id": "saas-audit-env-2026-05-01",
      "reviewId": "REV-SAAS-AUDIT-ENV-2026-05-01",
      "name": "saas-audit-env",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of saas-audit-env.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/saas-audit-env/",
      "productUrl": "https://huggingface.co/spaces/kushagrakushwah/saas-audit-env",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "policyqa-commandrplus-rag-agent",
      "id": "policyqa-commandrplus-rag-agent-2026-05-01",
      "reviewId": "REV-POLICYQA-COMMANDRPLUS-RAG-AGENT-2026-05-01",
      "name": "PolicyQA-CommandRPlus-RAG-Agent",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of policyqa-commandrplus-rag-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/policyqa-commandrplus-rag-agent/",
      "productUrl": "https://huggingface.co/spaces/igorpavlov-mgr/PolicyQA-CommandRPlus-RAG-Agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "radify",
      "id": "radify-2026-05-01",
      "reviewId": "REV-RADIFY-2026-05-01",
      "name": "radify",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of radify.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/radify/",
      "productUrl": "https://huggingface.co/spaces/argha9177/radify",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "osogritvoice",
      "id": "osogritvoice-2026-05-01",
      "reviewId": "REV-OSOGRITVOICE-2026-05-01",
      "name": "OSOGRITVOICE",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of osogritvoice.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/osogritvoice/",
      "productUrl": "https://huggingface.co/spaces/OSOCONSULT/OSOGRITVOICE",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "gritvoice45",
      "id": "gritvoice45-2026-05-01",
      "reviewId": "REV-GRITVOICE45-2026-05-01",
      "name": "GRITVOICE45",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of gritvoice45.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/gritvoice45/",
      "productUrl": "https://huggingface.co/spaces/OSOCONSULT/GRITVOICE45",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "atharva",
      "id": "atharva-2026-05-01",
      "reviewId": "REV-ATHARVA-2026-05-01",
      "name": "atharva",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of atharva.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/atharva/",
      "productUrl": "https://huggingface.co/spaces/jaswanthsanjay88/atharva",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "gaia-eval-l1-20",
      "id": "gaia-eval-l1-20-2026-05-01",
      "reviewId": "REV-GAIA-EVAL-L1-20-2026-05-01",
      "name": "gaia-eval-l1-20",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of gaia-eval-l1-20.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/gaia-eval-l1-20/",
      "productUrl": "https://huggingface.co/spaces/kengboon/gaia-eval-l1-20",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "basic-agent-training",
      "id": "basic-agent-training-2026-05-01",
      "reviewId": "REV-BASIC-AGENT-TRAINING-2026-05-01",
      "name": "Basic_Agent_Training",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of basic-agent-training.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/basic-agent-training/",
      "productUrl": "https://huggingface.co/spaces/Zaytricspvtltd/Basic_Agent_Training",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "voice-ocr-agent",
      "id": "voice-ocr-agent-2026-05-01",
      "reviewId": "REV-VOICE-OCR-AGENT-2026-05-01",
      "name": "Voice_OCR_Agent",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of voice-ocr-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/voice-ocr-agent/",
      "productUrl": "https://huggingface.co/spaces/hudaakram/Voice_OCR_Agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "dynamic-function-calling-agent",
      "id": "dynamic-function-calling-agent-2026-05-01",
      "reviewId": "REV-DYNAMIC-FUNCTION-CALLING-AGENT-2026-05-01",
      "name": "Dynamic-Function-Calling-Agent",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of dynamic-function-calling-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/dynamic-function-calling-agent/",
      "productUrl": "https://huggingface.co/spaces/jlov7/Dynamic-Function-Calling-Agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "home-assistant-diagnostics-agent",
      "id": "home-assistant-diagnostics-agent-2026-05-01",
      "reviewId": "REV-HOME-ASSISTANT-DIAGNOSTICS-AGENT-2026-05-01",
      "name": "Home-Assistant-Diagnostics-Agent",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of home-assistant-diagnostics-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/home-assistant-diagnostics-agent/",
      "productUrl": "https://huggingface.co/spaces/MCP-1st-Birthday/Home-Assistant-Diagnostics-Agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "localspark-ai",
      "id": "localspark-ai-2026-05-01",
      "reviewId": "REV-LOCALSPARK-AI-2026-05-01",
      "name": "localspark-ai",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of localspark-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/localspark-ai/",
      "productUrl": "https://huggingface.co/spaces/sifars/localspark-ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "quiz-agent4",
      "id": "quiz-agent4-2026-05-01",
      "reviewId": "REV-QUIZ-AGENT4-2026-05-01",
      "name": "quiz-agent4",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of quiz-agent4.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/quiz-agent4/",
      "productUrl": "https://huggingface.co/spaces/Saran25112001/quiz-agent4",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "quiz-agent3",
      "id": "quiz-agent3-2026-05-01",
      "reviewId": "REV-QUIZ-AGENT3-2026-05-01",
      "name": "quiz-agent3",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of quiz-agent3.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/quiz-agent3/",
      "productUrl": "https://huggingface.co/spaces/Saran25112001/quiz-agent3",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "tdsfinal",
      "id": "tdsfinal-2026-05-01",
      "reviewId": "REV-TDSFINAL-2026-05-01",
      "name": "tdsfinal",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of tdsfinal.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/tdsfinal/",
      "productUrl": "https://huggingface.co/spaces/24f2008070/tdsfinal",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "lavent-marketing-agent",
      "id": "lavent-marketing-agent-2026-05-01",
      "reviewId": "REV-LAVENT-MARKETING-AGENT-2026-05-01",
      "name": "lavent-marketing-agent",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of lavent-marketing-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/lavent-marketing-agent/",
      "productUrl": "https://huggingface.co/spaces/MCP-1st-Birthday/lavent-marketing-agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "quiz-agent1",
      "id": "quiz-agent1-2026-05-01",
      "reviewId": "REV-QUIZ-AGENT1-2026-05-01",
      "name": "quiz-agent1",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of quiz-agent1.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/quiz-agent1/",
      "productUrl": "https://huggingface.co/spaces/Saran25112001/quiz-agent1",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "tdsproject2",
      "id": "tdsproject2-2026-05-01",
      "reviewId": "REV-TDSPROJECT2-2026-05-01",
      "name": "TDSPROJECT2",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of tdsproject2.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/tdsproject2/",
      "productUrl": "https://huggingface.co/spaces/M0HAMED-ASIF/TDSPROJECT2",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "hs-unit4-agent",
      "id": "hs-unit4-agent-2026-05-01",
      "reviewId": "REV-HS-UNIT4-AGENT-2026-05-01",
      "name": "hs-unit4-agent",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of hs-unit4-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hs-unit4-agent/",
      "productUrl": "https://huggingface.co/spaces/HarsimranjitSingh/hs-unit4-agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T4",
      "strategic_tier_rank": 4
    },
    {
      "slug": "voice-agent",
      "id": "voice-agent-2026-05-01",
      "reviewId": "REV-VOICE-AGENT-2026-05-01",
      "name": "Voice_Agent",
      "category": "AI Agent",
      "score": 57,
      "lane": "reviewed",
      "summary": "Public-surface review of voice-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/voice-agent/",
      "productUrl": "https://huggingface.co/spaces/hudaakram/Voice_Agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "slug": "magic-patterns",
      "id": "magic-patterns-2026-05-01",
      "reviewId": "REV-MAGIC-PATTERNS-2026-05-01",
      "name": "Magic Patterns",
      "category": "Image & Design",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of magic-patterns.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/magic-patterns/",
      "productUrl": "https://magicpatterns.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "bolt-new-v2",
      "id": "bolt-new-v2-2026-05-01",
      "reviewId": "REV-BOLT-NEW-V2-2026-05-01",
      "name": "Bolt.new (StackBlitz)",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of bolt-new-v2.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/bolt-new-v2/",
      "productUrl": "https://bolt.new",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "coplay",
      "id": "coplay-2026-05-01",
      "reviewId": "REV-COPLAY-2026-05-01",
      "name": "Coplay",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of coplay.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/coplay/",
      "productUrl": "https://coplay.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "sema4-ai",
      "id": "sema4-ai-2026-05-01",
      "reviewId": "REV-SEMA4-AI-2026-05-01",
      "name": "Sema4.ai",
      "category": "Workflow & Automation",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of sema4-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/sema4-ai/",
      "productUrl": "https://sema4.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "runner-h-h-company",
      "id": "runner-h-h-company-2026-05-01",
      "reviewId": "REV-RUNNER-H-H-COMPANY-2026-05-01",
      "name": "Runner H (H Company)",
      "category": "AI Agent",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of runner-h-h-company.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/runner-h-h-company/",
      "productUrl": "https://www.hcompany.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "proxy-convergence",
      "id": "proxy-convergence-2026-05-01",
      "reviewId": "REV-PROXY-CONVERGENCE-2026-05-01",
      "name": "Proxy (Convergence AI)",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of proxy-convergence.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/proxy-convergence/",
      "productUrl": "https://convergence.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "replit-ai-agent",
      "id": "replit-ai-agent-2026-05-01",
      "reviewId": "REV-REPLIT-AI-AGENT-2026-05-01",
      "name": "Replit AI (Ghostwriter)",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of replit-ai-agent.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/replit-ai-agent/",
      "productUrl": "https://replit.com/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "genie-cosine",
      "id": "genie-cosine-2026-05-01",
      "reviewId": "REV-GENIE-COSINE-2026-05-01",
      "name": "Genie (Cosine AI)",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of genie-cosine.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/genie-cosine/",
      "productUrl": "https://cosine.sh",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "vapi-voice-agents",
      "id": "vapi-voice-agents-2026-05-01",
      "reviewId": "REV-VAPI-VOICE-AGENTS-2026-05-01",
      "name": "Vapi Voice Agents Platform",
      "category": "Voice",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of vapi-voice-agents.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/vapi-voice-agents/",
      "productUrl": "https://vapi.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "retell-voice",
      "id": "retell-voice-2026-05-01",
      "reviewId": "REV-RETELL-VOICE-2026-05-01",
      "name": "Retell Voice",
      "category": "Voice",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of retell-voice.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/retell-voice/",
      "productUrl": "https://www.retellai.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "phonely",
      "id": "phonely-2026-05-01",
      "reviewId": "REV-PHONELY-2026-05-01",
      "name": "Phonely",
      "category": "Voice",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of phonely.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/phonely/",
      "productUrl": "https://phonely.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "sierra-platform",
      "id": "sierra-platform-2026-05-01",
      "reviewId": "REV-SIERRA-PLATFORM-2026-05-01",
      "name": "Sierra (CX agent platform)",
      "category": "Customer Experience",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of sierra-platform.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/sierra-platform/",
      "productUrl": "https://sierra.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "parloa",
      "id": "parloa-2026-05-01",
      "reviewId": "REV-PARLOA-2026-05-01",
      "name": "Parloa",
      "category": "Customer Experience",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of parloa.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/parloa/",
      "productUrl": "https://www.parloa.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "decagon-platform",
      "id": "decagon-platform-2026-05-01",
      "reviewId": "REV-DECAGON-PLATFORM-2026-05-01",
      "name": "Decagon AI Agent",
      "category": "Customer Experience",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of decagon-platform.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/decagon-platform/",
      "productUrl": "https://decagon.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "11x-ai",
      "id": "11x-ai-2026-05-01",
      "reviewId": "REV-11X-AI-2026-05-01",
      "name": "11x.ai",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of 11x-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/11x-ai/",
      "productUrl": "https://www.11x.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "artisan-ai",
      "id": "artisan-ai-2026-05-01",
      "reviewId": "REV-ARTISAN-AI-2026-05-01",
      "name": "Artisan AI",
      "category": "Productivity",
      "score": 73,
      "lane": "reviewed",
      "summary": "Public-surface review of artisan-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/artisan-ai/",
      "productUrl": "https://artisan.co",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "rox-ai",
      "id": "rox-ai-2026-05-01",
      "reviewId": "REV-ROX-AI-2026-05-01",
      "name": "Rox",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of rox-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/rox-ai/",
      "productUrl": "https://rox.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "elicit-research",
      "id": "elicit-research-2026-05-01",
      "reviewId": "REV-ELICIT-RESEARCH-2026-05-01",
      "name": "Elicit",
      "category": "Research",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of elicit-research.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/elicit-research/",
      "productUrl": "https://elicit.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "granola-ai",
      "id": "granola-ai-2026-05-01",
      "reviewId": "REV-GRANOLA-AI-2026-05-01",
      "name": "Granola AI",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of granola-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/granola-ai/",
      "productUrl": "https://www.granola.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "exa-search-api",
      "id": "exa-search-api-2026-05-01",
      "reviewId": "REV-EXA-SEARCH-API-2026-05-01",
      "name": "Exa Search",
      "category": "Research",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of exa-search-api.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/exa-search-api/",
      "productUrl": "https://exa.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "autogen-microsoft",
      "id": "autogen-microsoft-2026-05-01",
      "reviewId": "REV-AUTOGEN-MICROSOFT-2026-05-01",
      "name": "Microsoft AutoGen",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of autogen-microsoft.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/autogen-microsoft/",
      "productUrl": "https://microsoft.github.io/autogen/",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "arize-phoenix",
      "id": "arize-phoenix-2026-05-01",
      "reviewId": "REV-ARIZE-PHOENIX-2026-05-01",
      "name": "Arize Phoenix",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of arize-phoenix.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/arize-phoenix/",
      "productUrl": "https://phoenix.arize.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "agentops-ai",
      "id": "agentops-ai-2026-05-01",
      "reviewId": "REV-AGENTOPS-AI-2026-05-01",
      "name": "AgentOps",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of agentops-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/agentops-ai/",
      "productUrl": "https://www.agentops.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "hyperbolic-ai",
      "id": "hyperbolic-ai-2026-05-01",
      "reviewId": "REV-HYPERBOLIC-AI-2026-05-01",
      "name": "Hyperbolic",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of hyperbolic-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/hyperbolic-ai/",
      "productUrl": "https://hyperbolic.xyz",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "mem-0-ai",
      "id": "mem-0-ai-2026-05-01",
      "reviewId": "REV-MEM-0-AI-2026-05-01",
      "name": "Mem0 AI",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of mem-0-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/mem-0-ai/",
      "productUrl": "https://mem0.ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "langgraph-platform",
      "id": "langgraph-platform-2026-05-01",
      "reviewId": "REV-LANGGRAPH-PLATFORM-2026-05-01",
      "name": "LangGraph Platform",
      "category": "Frameworks & Eval",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of langgraph-platform.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/langgraph-platform/",
      "productUrl": "https://www.langchain.com/langgraph",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "weaviate-platform",
      "id": "weaviate-platform-2026-05-01",
      "reviewId": "REV-WEAVIATE-PLATFORM-2026-05-01",
      "name": "Weaviate Cloud",
      "category": "Infrastructure",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of weaviate-platform.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/weaviate-platform/",
      "productUrl": "https://weaviate.io",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "clay-platform",
      "id": "clay-platform-2026-05-01",
      "reviewId": "REV-CLAY-PLATFORM-2026-05-01",
      "name": "Clay (data enrichment AI)",
      "category": "Productivity",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of clay-platform.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/clay-platform/",
      "productUrl": "https://www.clay.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "cline-2",
      "id": "cline-2-2026-05-01",
      "reviewId": "REV-CLINE-2-2026-05-01",
      "name": "Cline (latest)",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of cline-2.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/cline-2/",
      "productUrl": "https://cline.bot",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "warp-ai-terminal",
      "id": "warp-ai-terminal-2026-05-01",
      "reviewId": "REV-WARP-AI-TERMINAL-2026-05-01",
      "name": "Warp AI Terminal",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of warp-ai-terminal.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/warp-ai-terminal/",
      "productUrl": "https://www.warp.dev",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "roocode",
      "id": "roocode-2026-05-01",
      "reviewId": "REV-ROOCODE-2026-05-01",
      "name": "Roo Code",
      "category": "Coding",
      "score": 73,
      "lane": "reviewed",
      "summary": "Public-surface review of roocode.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/roocode/",
      "productUrl": "https://roocode.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "ampcode",
      "id": "ampcode-2026-05-01",
      "reviewId": "REV-AMPCODE-2026-05-01",
      "name": "AmpCode by Sourcegraph",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of ampcode.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/ampcode/",
      "productUrl": "https://ampcode.com",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "slug": "zed-industries-ai",
      "id": "zed-industries-ai-2026-05-01",
      "reviewId": "REV-ZED-INDUSTRIES-AI-2026-05-01",
      "name": "Zed AI",
      "category": "Coding",
      "score": 90,
      "lane": "reviewed",
      "summary": "Public-surface review of zed-industries-ai.",
      "publishedAt": "2026-05-01",
      "updatedAt": "2026-05-01",
      "detailUrl": "/reviews/zed-industries-ai/",
      "productUrl": "https://zed.dev/ai",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null,
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "id": "HLR-603",
      "slug": "lex-page",
      "name": "Lex",
      "category": "Image & Design",
      "lane": "reviewed",
      "score": 85,
      "tier": "STEADY",
      "detailUrl": "/reviews/lex-page/",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-05-14",
      "summary": "Public-surface review of Lex.",
      "scorecardUrl": "/data/scorecards/lex-page.json",
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "id": "HLR-604",
      "slug": "openai",
      "name": "API Platform | OpenAI",
      "category": "Coding",
      "lane": "reviewed",
      "score": 90,
      "tier": "VITAL",
      "detailUrl": "/reviews/openai/",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-05-14",
      "summary": "Public-surface review of API Platform | OpenAI.",
      "scorecardUrl": "/data/scorecards/openai.json",
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "id": "HLR-605",
      "slug": "getnudgeai",
      "name": "Best AI Scribe and Coding Platform for Clinical AI Solutions - Nudge AI",
      "category": "Productivity",
      "lane": "reviewed",
      "score": 90,
      "tier": "VITAL",
      "detailUrl": "/reviews/getnudgeai/",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-06-07",
      "summary": "Public-surface review of Best AI Scribe and Coding Platform for Clinical AI Solutions - Nudge AI.",
      "scorecardUrl": "/data/scorecards/getnudgeai.json",
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "id": "HLR-606",
      "slug": "photoguruai",
      "name": "The Best AI Headshots Generator",
      "category": "Chat & Companion",
      "lane": "reviewed",
      "score": 75,
      "tier": "STEADY",
      "detailUrl": "/reviews/photoguruai/",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-06-07",
      "summary": "Public-surface review of The Best AI Headshots Generator.",
      "scorecardUrl": "/data/scorecards/photoguruai.json",
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "id": "HLR-607",
      "slug": "nurgo-software",
      "name": "BrainSoup: build an AI team that works for you",
      "category": "Workflow & Automation",
      "lane": "reviewed",
      "score": 70,
      "tier": "STEADY",
      "detailUrl": "/reviews/nurgo-software/",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-06-07",
      "summary": "Public-surface review of BrainSoup: build an AI team that works for you.",
      "scorecardUrl": "/data/scorecards/nurgo-software.json",
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "id": "HLR-608",
      "slug": "plantphotoai",
      "name": "Best free AI-crafted plant photos | PlantPhotoAI",
      "category": "AI Agent",
      "lane": "reviewed",
      "score": 70,
      "tier": "STEADY",
      "detailUrl": "/reviews/plantphotoai/",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-05-14",
      "summary": "Public-surface review of Best free AI-crafted plant photos | PlantPhotoAI.",
      "scorecardUrl": "/data/scorecards/plantphotoai.json",
      "strategic_tier": "T2",
      "strategic_tier_rank": 2
    },
    {
      "id": "HLR-609",
      "slug": "hyperwriteai",
      "name": "HyperWrite | AI Writing Assistant",
      "category": "Voice",
      "lane": "reviewed",
      "score": 85,
      "tier": "STEADY",
      "detailUrl": "/reviews/hyperwriteai/",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-06-07",
      "summary": "Public-surface review of HyperWrite | AI Writing Assistant.",
      "scorecardUrl": "/data/scorecards/hyperwriteai.json",
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "id": "HLR-610",
      "slug": "magicstudio",
      "name": "Create images from text | AI Image Generator by Magic Studio",
      "category": "Image & Design",
      "lane": "reviewed",
      "score": 90,
      "tier": "VITAL",
      "detailUrl": "/reviews/magicstudio/",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-06-07",
      "summary": "Public-surface review of Create images from text | AI Image Generator by Magic Studio.",
      "scorecardUrl": "/data/scorecards/magicstudio.json",
      "strategic_tier": "T1",
      "strategic_tier_rank": 1
    },
    {
      "id": "HLR-611",
      "slug": "chatgptwriter",
      "name": "Jetwriter AI: Personalized AI Writing Assistant for Chrome, Desktop & Mobile. Free to Try.",
      "category": "Research",
      "lane": "reviewed",
      "score": 50,
      "tier": "FADING",
      "detailUrl": "/reviews/chatgptwriter/",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-05-14",
      "summary": "Public-surface review of Jetwriter AI: Personalized AI Writing Assistant for Chrome, Desktop & Mobile. Free to Try..",
      "scorecardUrl": "/data/scorecards/chatgptwriter.json",
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "id": "HLR-612",
      "slug": "airkit",
      "name": "Agentforce: The AI Agent Platform | Salesforce",
      "category": "Customer Experience",
      "lane": "reviewed",
      "score": 50,
      "tier": "FADING",
      "detailUrl": "/reviews/airkit/",
      "publishedAt": "2026-05-14",
      "updatedAt": "2026-05-14",
      "summary": "Public-surface review of Agentforce: The AI Agent Platform | Salesforce.",
      "scorecardUrl": "/data/scorecards/airkit.json",
      "strategic_tier": "T3",
      "strategic_tier_rank": 3
    },
    {
      "id": "HLR-613",
      "slug": "try-sanebox",
      "name": "SaneBox | Email Management for Any Inbox",
      "category": "Productivity",
      "lane": "reviewed",
      "score": 90,
      "tier": "VITAL",
      "detailUrl": "/reviews/try-sanebox/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of SaneBox | Email Management for Any Inbox.",
      "scorecardUrl": "/data/scorecards/try-sanebox.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "id": "HLR-615",
      "slug": "theunwindai",
      "name": "unwind ai",
      "category": "AI Agent",
      "lane": "reviewed",
      "score": 70,
      "tier": "STEADY",
      "detailUrl": "/reviews/theunwindai/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of unwind ai.",
      "scorecardUrl": "/data/scorecards/theunwindai.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "id": "HLR-617",
      "slug": "spellapp",
      "name": "AI Document Generator | Spell AI",
      "category": "AI Agent",
      "lane": "reviewed",
      "score": 90,
      "tier": "VITAL",
      "detailUrl": "/reviews/spellapp/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of AI Document Generator | Spell AI.",
      "scorecardUrl": "/data/scorecards/spellapp.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "id": "HLR-619",
      "slug": "sitegpt",
      "name": "SiteGPT - Make AI your expert customer support agent",
      "category": "Chat & Companion",
      "lane": "reviewed",
      "score": 90,
      "tier": "VITAL",
      "detailUrl": "/reviews/sitegpt/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of SiteGPT - Make AI your expert customer support agent.",
      "scorecardUrl": "/data/scorecards/sitegpt.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "id": "HLR-621",
      "slug": "planttattoosai",
      "name": "AI Plant Tattoo Generator | PlantTattoosAI",
      "category": "Image & Design",
      "lane": "reviewed",
      "score": 70,
      "tier": "STEADY",
      "detailUrl": "/reviews/planttattoosai/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of AI Plant Tattoo Generator | PlantTattoosAI.",
      "scorecardUrl": "/data/scorecards/planttattoosai.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "id": "HLR-623",
      "slug": "republiclabs",
      "name": "RepublicLabs.ai | Generate images and videos from AI Generative models",
      "category": "Image & Design",
      "lane": "reviewed",
      "score": 80,
      "tier": "STEADY",
      "detailUrl": "/reviews/republiclabs/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of RepublicLabs.ai | Generate images and videos from AI Generative models.",
      "scorecardUrl": "/data/scorecards/republiclabs.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "id": "HLR-625",
      "slug": "text2infographic",
      "name": "Text to Infographic — AI Infographic Generator",
      "category": "AI Agent",
      "lane": "reviewed",
      "score": 85,
      "tier": "STEADY",
      "detailUrl": "/reviews/text2infographic/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of Text to Infographic — AI Infographic Generator.",
      "scorecardUrl": "/data/scorecards/text2infographic.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "id": "HLR-627",
      "slug": "publicprompts-art",
      "name": "Public Prompts - Free AI Prompts, Models & Resources",
      "category": "Workflow & Automation",
      "lane": "reviewed",
      "score": 70,
      "tier": "STEADY",
      "detailUrl": "/reviews/publicprompts-art/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of Public Prompts - Free AI Prompts, Models & Resources.",
      "scorecardUrl": "/data/scorecards/publicprompts-art.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "id": "HLR-629",
      "slug": "playgroundai",
      "name": "Free AI Design Tool: Logos, T-Shirts, Social Media - Playground",
      "category": "Image & Design",
      "lane": "reviewed",
      "score": 75,
      "tier": "STEADY",
      "detailUrl": "/reviews/playgroundai/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of Free AI Design Tool: Logos, T-Shirts, Social Media - Playground.",
      "scorecardUrl": "/data/scorecards/playgroundai.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "id": "HLR-631",
      "slug": "prisma-ai",
      "name": "Lensa - Prisma Labs",
      "category": "Image & Design",
      "lane": "reviewed",
      "score": 70,
      "tier": "STEADY",
      "detailUrl": "/reviews/prisma-ai/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of Lensa - Prisma Labs.",
      "scorecardUrl": "/data/scorecards/prisma-ai.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "id": "HLR-633",
      "slug": "robin-ai",
      "name": "Robin AI",
      "category": "Legal",
      "lane": "reviewed",
      "score": 50,
      "tier": "FADING",
      "detailUrl": "/reviews/robin-ai/",
      "publishedAt": "2026-05-23",
      "updatedAt": "2026-05-23",
      "summary": "Public-surface review of Robin AI.",
      "scorecardUrl": "/data/scorecards/robin-ai.json",
      "backfilled_by": "ceo_claude/ses-e8a59259",
      "backfilled_reason": "drain-engine-browser queue contention left scorecard unpatched into registry"
    },
    {
      "slug": "browser-use-browser-harness",
      "id": "browser-use-browser-harness-2026-06-04",
      "reviewId": "REV-BROWSER-USE-BROWSER-HARNESS-2026-06-04",
      "name": "browser-use/browser-harness",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Browser Harness | Self-healing harness that enables LLMs to complete any task.",
      "publishedAt": "2026-06-04",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/browser-use-browser-harness/",
      "productUrl": "https://github.com/browser-use/browser-harness",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "avadsa25-codec",
      "id": "avadsa25-codec-2026-06-04",
      "reviewId": "REV-AVADSA25-CODEC-2026-06-04",
      "name": "AVADSA25/codec",
      "category": "Coding",
      "score": 40,
      "lane": "reviewed",
      "summary": "Open-Source Intelligent Command Layer",
      "publishedAt": "2026-06-04",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/avadsa25-codec/",
      "productUrl": "https://github.com/AVADSA25/codec",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "bitterbot-ai-bitterbot-desktop",
      "id": "bitterbot-ai-bitterbot-desktop-2026-06-04",
      "reviewId": "REV-BITTERBOT-AI-BITTERBOT-DESKTOP-2026-06-04",
      "name": "Bitterbot-AI/bitterbot-desktop",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "A local-first AI agent with persistent memory, emotional intelligence, and a peer-to-peer skills economy.",
      "publishedAt": "2026-06-04",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/bitterbot-ai-bitterbot-desktop/",
      "productUrl": "https://github.com/Bitterbot-AI/bitterbot-desktop",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "blockrunai-franklin",
      "id": "blockrunai-franklin-2026-06-04",
      "reviewId": "REV-BLOCKRUNAI-FRANKLIN-2026-06-04",
      "name": "BlockRunAI/Franklin",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "The AI agent with a wallet — spends USDC autonomously to get real work done. Apache-2.0, TypeScript.",
      "publishedAt": "2026-06-04",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/blockrunai-franklin/",
      "productUrl": "https://github.com/BlockRunAI/Franklin",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "cosmicstack-labs-mercury-agent",
      "id": "cosmicstack-labs-mercury-agent-2026-06-04",
      "reviewId": "REV-COSMICSTACK-LABS-MERCURY-AGENT-2026-06-04",
      "name": "cosmicstack-labs/mercury-agent",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Soul-driven AI agent with permission-hardened tools, token budgets, and multi-channel access. Runs 24/7 from CLI or Telegram.",
      "publishedAt": "2026-06-04",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/cosmicstack-labs-mercury-agent/",
      "productUrl": "https://github.com/cosmicstack-labs/mercury-agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "crisandrews-clawcode",
      "id": "crisandrews-clawcode-2026-06-04",
      "reviewId": "REV-CRISANDREWS-CLAWCODE-2026-06-04",
      "name": "crisandrews/ClawCode",
      "category": "Coding",
      "score": 40,
      "lane": "reviewed",
      "summary": "Persistent agents for Claude Code as a plugin, not a harness. Memory, personality, messaging across WhatsApp, Telegram, and Discord, plus a service mode for 24/7 runs. Imports from OpenClaw.",
      "publishedAt": "2026-06-04",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/crisandrews-clawcode/",
      "productUrl": "https://github.com/crisandrews/ClawCode",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "dimknaf-braindb",
      "id": "dimknaf-braindb-2026-06-05",
      "reviewId": "REV-DIMKNAF-BRAINDB-2026-06-05",
      "name": "dimknaf/braindb",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "An \"LLM wiki\" upgraded to a real database — typed entities, graph relations, HTTP API, and a built-in natural-language agent.",
      "publishedAt": "2026-06-05",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/dimknaf-braindb/",
      "productUrl": "https://github.com/dimknaf/braindb",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "eggbrid2-mobileclaw",
      "id": "eggbrid2-mobileclaw-2026-06-05",
      "reviewId": "REV-EGGBRID2-MOBILECLAW-2026-06-05",
      "name": "eggbrid2/mobileClaw",
      "category": "Workflow & Automation",
      "score": 40,
      "lane": "reviewed",
      "summary": "Open Android AI agent runtime for phone control, app automation, VLM screen reading, skill routing, mini apps, and Mihomo VPN workflows.",
      "publishedAt": "2026-06-05",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/eggbrid2-mobileclaw/",
      "productUrl": "https://github.com/eggbrid2/mobileClaw",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "ag2ai-ag2",
      "id": "ag2ai-ag2-2026-06-05",
      "reviewId": "REV-AG2AI-AG2-2026-06-05",
      "name": "ag2ai/ag2",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "AG2 (formerly AutoGen): The Open-Source AgentOS.Join us at: https://discord.gg/sNGSwQME3x",
      "publishedAt": "2026-06-05",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/ag2ai-ag2/",
      "productUrl": "https://github.com/ag2ai/ag2",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "alibaba-page-agent",
      "id": "alibaba-page-agent-2026-06-05",
      "reviewId": "REV-ALIBABA-PAGE-AGENT-2026-06-05",
      "name": "alibaba/page-agent",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "JavaScript in-page GUI agent. Control web interfaces with natural language.",
      "publishedAt": "2026-06-05",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/alibaba-page-agent/",
      "productUrl": "https://github.com/alibaba/page-agent",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "alibaba-spring-ai-alibaba",
      "id": "alibaba-spring-ai-alibaba-2026-06-05",
      "reviewId": "REV-ALIBABA-SPRING-AI-ALIBABA-2026-06-05",
      "name": "alibaba/spring-ai-alibaba",
      "category": "Coding",
      "score": 40,
      "lane": "reviewed",
      "summary": "Agentic AI Framework for Java Developers",
      "publishedAt": "2026-06-05",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/alibaba-spring-ai-alibaba/",
      "productUrl": "https://github.com/alibaba/spring-ai-alibaba",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "arize-ai-phoenix",
      "id": "arize-ai-phoenix-2026-06-05",
      "reviewId": "REV-ARIZE-AI-PHOENIX-2026-06-05",
      "name": "Arize-ai/phoenix",
      "category": "Frameworks & Eval",
      "score": 40,
      "lane": "reviewed",
      "summary": "AI Observability & Evaluation",
      "publishedAt": "2026-06-05",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/arize-ai-phoenix/",
      "productUrl": "https://github.com/Arize-ai/phoenix",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "asheshgoplani-agent-deck",
      "id": "asheshgoplani-agent-deck-2026-06-05",
      "reviewId": "REV-ASHESHGOPLANI-AGENT-DECK-2026-06-05",
      "name": "asheshgoplani/agent-deck",
      "category": "Coding",
      "score": 40,
      "lane": "reviewed",
      "summary": "Terminal session manager for AI coding agents. One TUI for Claude, Gemini, OpenCode, Codex, and more.",
      "publishedAt": "2026-06-05",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/asheshgoplani-agent-deck/",
      "productUrl": "https://github.com/asheshgoplani/agent-deck",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "automaapp-automa",
      "id": "automaapp-automa-2026-06-05",
      "reviewId": "REV-AUTOMAAPP-AUTOMA-2026-06-05",
      "name": "AutomaApp/automa",
      "category": "Workflow & Automation",
      "score": 40,
      "lane": "reviewed",
      "summary": "A browser extension for automating your browser by connecting blocks",
      "publishedAt": "2026-06-05",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/automaapp-automa/",
      "productUrl": "https://github.com/AutomaApp/automa",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "beever-ai-beever-atlas",
      "id": "beever-ai-beever-atlas-2026-06-06",
      "reviewId": "REV-BEEVER-AI-BEEVER-ATLAS-2026-06-06",
      "name": "Beever-AI/beever-atlas",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Your First LLM-Wiki Conversation Knowledge Base",
      "publishedAt": "2026-06-06",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/beever-ai-beever-atlas/",
      "productUrl": "https://github.com/Beever-AI/beever-atlas",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "browser-use-browser-use",
      "id": "browser-use-browser-use-2026-06-06",
      "reviewId": "REV-BROWSER-USE-BROWSER-USE-2026-06-06",
      "name": "browser-use/browser-use",
      "category": "Workflow & Automation",
      "score": 40,
      "lane": "reviewed",
      "summary": "🌐 Make websites accessible for AI agents. Automate tasks online with ease.",
      "publishedAt": "2026-06-06",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/browser-use-browser-use/",
      "productUrl": "https://github.com/browser-use/browser-use",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "copilotkit-copilotkit",
      "id": "copilotkit-copilotkit-2026-06-07",
      "reviewId": "REV-COPILOTKIT-COPILOTKIT-2026-06-07",
      "name": "CopilotKit/CopilotKit",
      "category": "AI Agent",
      "score": 40,
      "lane": "reviewed",
      "summary": "Public-surface review of CopilotKit/CopilotKit.",
      "publishedAt": "2026-06-07",
      "updatedAt": "2026-06-07",
      "detailUrl": "/reviews/copilotkit-copilotkit/",
      "productUrl": "https://github.com/CopilotKit/CopilotKit",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "areal-project-areal",
      "id": "areal-project-areal-2026-06-11",
      "reviewId": "REV-AREAL-PROJECT-AREAL-2026-06-11",
      "name": "AReaL",
      "category": "AI Agent",
      "score": 55,
      "lane": "reviewed",
      "summary": "Large-scale asynchronous RL infrastructure for training LLM-based agents — research-grade system with a published paper, but not a deployable agent product.",
      "publishedAt": "2026-06-11",
      "updatedAt": "2026-06-11",
      "detailUrl": "/reviews/areal-project-areal/",
      "productUrl": "https://github.com/areal-project/AReaL",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "cherryhq-cherry-studio",
      "id": "cherryhq-cherry-studio-2026-06-11",
      "reviewId": "REV-CHERRYHQ-CHERRY-STUDIO-2026-06-11",
      "name": "Cherry Studio",
      "category": "Chat & Companion",
      "score": 72,
      "lane": "reviewed",
      "summary": "Polished desktop LLM studio unifying 15+ providers with agent skills and MCP — the credible open-source alternative for users who want everything in one place.",
      "publishedAt": "2026-06-11",
      "updatedAt": "2026-06-11",
      "detailUrl": "/reviews/cherryhq-cherry-studio/",
      "productUrl": "https://github.com/CherryHQ/cherry-studio",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "clockless-org-html-anything",
      "id": "clockless-org-html-anything-2026-06-11",
      "reviewId": "REV-CLOCKLESS-ORG-HTML-ANYTHING-2026-06-11",
      "name": "html-anything",
      "category": "Coding",
      "score": 65,
      "lane": "reviewed",
      "summary": "Purpose-built Claude Code and Codex skill that turns any file into a shareable single-file HTML — narrow scope, high execution quality, genuinely useful for the target audience.",
      "publishedAt": "2026-06-11",
      "updatedAt": "2026-06-11",
      "detailUrl": "/reviews/clockless-org-html-anything/",
      "productUrl": "https://github.com/clockless-org/html-anything",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "slug": "coderluii-holyclaude",
      "id": "coderluii-holyclaude-2026-06-11",
      "reviewId": "REV-CODERLUII-HOLYCLAUDE-2026-06-11",
      "name": "HolyClaude",
      "category": "Coding",
      "score": 67,
      "lane": "reviewed",
      "summary": "Docker-packaged AI coding workstation bundling Claude Code, 7 AI CLIs, and 50+ tools — impressive all-in-one scope, but the Docker install barrier and licence complexity limit who can actually use it.",
      "publishedAt": "2026-06-11",
      "updatedAt": "2026-06-11",
      "detailUrl": "/reviews/coderluii-holyclaude/",
      "productUrl": "https://github.com/CoderLuii/HolyClaude",
      "proofNote": "Captured from public surfaces and verified claim-by-claim. C2PA pending.",
      "watchUrl": "",
      "dimensions": null
    },
    {
      "id": "HLR-645",
      "slug": "aifordevelopers",
      "name": "AI for Developers — Best AI Coding Dev Tools, AI Agents, Skills & SDKs (2026)",
      "category": "Coding",
      "lane": "reviewed",
      "score": 50,
      "tier": "FADING",
      "detailUrl": "/reviews/aifordevelopers/",
      "publishedAt": "2026-06-11",
      "updatedAt": "2026-06-11",
      "summary": "Public-surface review of AI for Developers — Best AI Coding Dev Tools, AI Agents, Skills & SDKs (2026).",
      "scorecardUrl": "/data/scorecards/aifordevelopers.json"
    },
    {
      "id": "HLR-646",
      "slug": "aidc-ai-comfyui-copilot",
      "name": "AIDC-AI/ComfyUI-Copilot",
      "category": "Image & Design",
      "lane": "reviewed",
      "score": 50,
      "tier": "FADING",
      "detailUrl": "/reviews/aidc-ai-comfyui-copilot/",
      "publishedAt": "2026-06-12",
      "updatedAt": "2026-06-12",
      "summary": "Public-surface review of AIDC-AI/ComfyUI-Copilot.",
      "scorecardUrl": "/data/scorecards/aidc-ai-comfyui-copilot.json"
    },
    {
      "id": "HLR-647",
      "slug": "erickong-aura-agent",
      "name": "erickong/aura-agent",
      "category": "AI Agent",
      "lane": "reviewed",
      "score": 50,
      "tier": "FADING",
      "detailUrl": "/reviews/erickong-aura-agent/",
      "publishedAt": "2026-06-12",
      "updatedAt": "2026-06-12",
      "summary": "Public-surface review of erickong/aura-agent.",
      "scorecardUrl": "/data/scorecards/erickong-aura-agent.json"
    },
    {
      "id": "HLR-648",
      "slug": "esengine-deepseek-reasonix",
      "name": "esengine/DeepSeek-Reasonix",
      "category": "AI Agent",
      "lane": "reviewed",
      "score": 50,
      "tier": "FADING",
      "detailUrl": "/reviews/esengine-deepseek-reasonix/",
      "publishedAt": "2026-06-12",
      "updatedAt": "2026-06-12",
      "summary": "Public-surface review of esengine/DeepSeek-Reasonix.",
      "scorecardUrl": "/data/scorecards/esengine-deepseek-reasonix.json"
    },
    {
      "id": "HLR-649",
      "slug": "fazxes-claude-code",
      "name": "fazxes/Claude-code",
      "category": "Coding",
      "lane": "reviewed",
      "score": 50,
      "tier": "FADING",
      "detailUrl": "/reviews/fazxes-claude-code/",
      "publishedAt": "2026-06-12",
      "updatedAt": "2026-06-12",
      "summary": "Public-surface review of fazxes/Claude-code.",
      "scorecardUrl": "/data/scorecards/fazxes-claude-code.json"
    },
    {
      "id": "HLR-650",
      "slug": "genieincodebottle-generative-ai",
      "name": "genieincodebottle/generative-ai",
      "category": "Coding",
      "lane": "reviewed",
      "score": 80,
      "tier": "STEADY",
      "detailUrl": "/reviews/genieincodebottle-generative-ai/",
      "publishedAt": "2026-06-12",
      "updatedAt": "2026-06-12",
      "summary": "Public-surface review of genieincodebottle/generative-ai.",
      "scorecardUrl": "/data/scorecards/genieincodebottle-generative-ai.json"
    },
    {
      "id": "HLR-651",
      "slug": "gitlawb-openclaude",
      "name": "Gitlawb/openclaude",
      "category": "Coding",
      "lane": "reviewed",
      "score": 50,
      "tier": "FADING",
      "detailUrl": "/reviews/gitlawb-openclaude/",
      "publishedAt": "2026-06-13",
      "updatedAt": "2026-06-13",
      "summary": "Public-surface review of Gitlawb/openclaude.",
      "scorecardUrl": "/data/scorecards/gitlawb-openclaude.json"
    },
    {
      "id": "HLR-652",
      "slug": "gizclaw-flowcraft",
      "name": "GizClaw/flowcraft",
      "category": "Voice",
      "lane": "reviewed",
      "score": 70,
      "tier": "STEADY",
      "detailUrl": "/reviews/gizclaw-flowcraft/",
      "publishedAt": "2026-06-13",
      "updatedAt": "2026-06-13",
      "summary": "Public-surface review of GizClaw/flowcraft.",
      "scorecardUrl": "/data/scorecards/gizclaw-flowcraft.json"
    },
    {
      "id": "HLR-653",
      "slug": "google-agents-cli",
      "name": "google/agents-cli",
      "category": "Infrastructure",
      "lane": "reviewed",
      "score": 90,
      "tier": "VITAL",
      "detailUrl": "/reviews/google-agents-cli/",
      "publishedAt": "2026-06-13",
      "updatedAt": "2026-06-13",
      "summary": "Public-surface review of google/agents-cli.",
      "scorecardUrl": "/data/scorecards/google-agents-cli.json"
    }
  ]
}