{
  "schema_version": "2.0",
  "slug": "nurgo-software",
  "name": "BrainSoup",
  "agent_url": "https://www.nurgo-software.com/products/brainsoup",
  "category": "Workflow & Automation",
  "run_id": "run-nurgo-software-mpvu4iqe",
  "run_at": "2026-05-14T00:00:00Z",
  "editor": "Hlido Editor",
  "editorial_method": "public-surface-tier-1+editorial-narrative-v2",
  "methodology_version": "2026.05",
  "methodology_url": "/methodology/public-surface-tier-1/",
  "score": 70,
  "tier": "STEADY",
  "laddoo_score": 70,
  "confidence": "low",
  "hlido_opinion": {
    "headline": "A desktop multi-agent orchestration tool from a small indie developer \u2014 ambitious multi-agent thesis, but the thin public surface makes evaluation difficult for buyers and agents alike.",
    "body": "BrainSoup (by Nurgo Software) is a desktop application that lets users build and coordinate teams of AI agents: each agent can have a specialisation, memory, and tool access, and they communicate to complete tasks. The concept is genuinely differentiated from the 'one-box chat' tools that dominated 2023-24 \u2014 it is closer to CrewAI or AutoGen but with a GUI and desktop-first posture rather than a developer-first one. The problem is the public surface barely communicates this. The product page at nurgo-software.com/products/brainsoup exists and loads, but the automated test found no pricing page, no documentation page, no integrations list, and no demo. For a product that lives on your desktop and requires configuration, the lack of discoverable documentation is a serious evaluation barrier. Nurgo Software is a small Windows desktop software developer (they also make Aqua Snap, a window management tool) with a real track record \u2014 this is not vaporware \u2014 but BrainSoup's web surface has not kept pace with the ambition of the product concept.",
    "voice": "Hlido Editor",
    "as_of": "2026-06-07",
    "editor_signature_pending": true
  },
  "tier_rationale": "STEADY (70) reflects that the product concept is real and differentiated (multi-agent desktop orchestration from an established indie developer) but the public surface is thin: no discoverable pricing, no docs, no demo. A buyer or agent cannot adequately evaluate this product from the web surface alone.",
  "what_it_does_well": [
    "Multi-agent specialisation and coordination \u2014 agents can be assigned roles, memory, and tools",
    "Desktop-native posture avoids the latency and privacy concerns of cloud-hosted agent tools",
    "From an established Windows software developer (Nurgo Software) with proven indie track record",
    "Positions toward non-developer users wanting GUI-driven agent orchestration"
  ],
  "what_it_fails_at": [
    "Pricing not publicly discoverable \u2014 requires navigating to a buy/download flow",
    "No documentation page found in automated surface audit",
    "No integration list or API surface documented",
    "Web presence does not communicate the product's actual capability depth",
    "Demo or trial not prominently surfaced for pre-download evaluation"
  ],
  "best_for": [
    "Power users who want GUI-driven multi-agent orchestration without writing Python",
    "Desktop-first workflows where cloud-hosted agents are not acceptable for privacy reasons",
    "Windows users wanting a CrewAI/AutoGen equivalent with a native app shell"
  ],
  "not_recommended_for": [
    "Developers wanting code-first agent orchestration (CrewAI/AutoGen serve this better)",
    "Teams needing cloud-native, multi-user agent workflows",
    "Buyers who need to evaluate software from documentation before installing"
  ],
  "red_flags": [
    "No pricing, docs, or demo accessible from the public product page \u2014 a significant evaluation barrier for a desktop product that requires installation and configuration."
  ],
  "compared_to": [
    {
      "slug": "crewai",
      "verdict_diff": "CrewAI is the developer-first Python framework for multi-agent orchestration; BrainSoup is the GUI-first desktop alternative. BrainSoup wins for non-developers; CrewAI wins for anyone who can write Python.",
      "preferred_for_axis": "non-developer-gui"
    }
  ],
  "evidence_urls": [
    {
      "claim": "Product page accessible",
      "source": "https://www.nurgo-software.com/products/brainsoup",
      "tested_at": "2026-05-14",
      "verified": true
    },
    {
      "claim": "No pricing page found in automated audit",
      "source": "automated surface audit 2026-05-14",
      "tested_at": "2026-05-14",
      "verified": true
    }
  ],
  "agent_relevance": {
    "has_api": false,
    "has_cli": false,
    "has_mcp": false,
    "has_webhook": false,
    "has_sdk": false,
    "behavioral_testable": false,
    "agent_integration_path": "Desktop application with no documented external API or programmatic interface on the public surface. Cannot be driven by an external agent; is itself an agent orchestration tool intended for human-supervised desktop use.",
    "agent_friendly_score": 2
  },
  "summary": "Desktop multi-agent orchestration with a genuine concept \u2014 BrainSoup builds AI teams for you, but the thin public surface makes evaluation difficult from the web alone.",
  "_summary_deprecation_note": "Field kept as a v1-compatibility alias of hlido_opinion.headline.",
  "review_url": "https://hlido.eu/reviews/nurgo-software/",
  "reviewed_at": "2026-05-14",
  "staleness_after": "2026-09-07",
  "next_review_due_at": "2026-09-07",
  "claims": [
    {
      "id": "C01",
      "claim": "Homepage publicly accessible and value proposition clearly stated",
      "required": true,
      "verdict": "pass",
      "evidence": "Product page loads at nurgo-software.com/products/brainsoup with multi-agent framing",
      "source_surface": "homepage"
    },
    {
      "id": "C02",
      "claim": "Pricing page discoverable in 2 clicks from homepage",
      "required": true,
      "verdict": "fail",
      "evidence": "No pricing page found in automated surface audit",
      "source_surface": "homepage"
    },
    {
      "id": "C03",
      "claim": "Documentation or live demo accessible without login",
      "required": true,
      "verdict": "fail",
      "evidence": "No docs page found",
      "source_surface": "unknown"
    },
    {
      "id": "C04",
      "claim": "Integration list or supported frameworks documented",
      "required": true,
      "verdict": "fail",
      "evidence": "No integrations page found",
      "source_surface": "unknown"
    },
    {
      "id": "C05",
      "claim": "Authentication / data handling claims publicly stated",
      "required": false,
      "verdict": "fail",
      "evidence": "No data handling page discoverable",
      "source_surface": "unknown"
    }
  ],
  "surfaces_visited": [
    {
      "id": "homepage",
      "url": "https://www.nurgo-software.com/products/brainsoup",
      "ok": true
    },
    {
      "id": "pricing",
      "url": null,
      "ok": false,
      "reason": "not-found"
    },
    {
      "id": "docs",
      "url": null,
      "ok": false,
      "reason": "not-found"
    },
    {
      "id": "integrations",
      "url": null,
      "ok": false,
      "reason": "not-found"
    },
    {
      "id": "templates",
      "url": null,
      "ok": false,
      "reason": "not-found"
    },
    {
      "id": "changelog",
      "url": null,
      "ok": false,
      "reason": "not-found"
    },
    {
      "id": "demo",
      "url": null,
      "ok": false,
      "reason": "not-found"
    }
  ],
  "required_items_total": 4,
  "required_items_passing": 1,
  "evidence_tier": "public-audit-only",
  "engine": "public-surface",
  "attestation_url": "/data/attestations/nurgo-software.json",
  "generated_at": "2026-06-01T23:23:58.265Z"
}