{
  "schema_version": "2.0",
  "slug": "workflowmachine",
  "name": "Workflow Machine",
  "agent_url": "https://workflowmachine.com/",
  "category": "Workflow & Automation",
  "run_id": "run-workflowmachine-v2-2026-08-03",
  "run_at": "2026-08-03T09:00:00Z",
  "editor": "Hlido Editor",
  "editorial_method": "public-surface-tier-1+editorial-narrative-v2",
  "methodology_version": "2026.05",
  "methodology_url": "/methodology/public-surface-tier-1/",
  "score": 72,
  "tier": "STEADY",
  "laddoo_score": 72,
  "confidence": "medium",
  "hlido_opinion": {
    "headline": "A describe-it-and-we-build-it automation tool with refreshingly transparent pricing — a cleaner on-ramp than Zapier/n8n for AI-assisted workflows, if it can prove reliability at scale.",
    "body": "Workflow Machine's pitch is 'stop building workflows, start describing' — you tell it what to automate in natural language and it assembles the trigger/condition/action blocks. What lifts it above the crowded automation space on the public surface is not the AI framing (everyone has that now) but two concrete things: transparent, self-serve pricing published right on the page (Free / $18 / $48, with explicit run counts, AI-credit allowances, active-workflow limits, run-record retention, and per-run time caps), and an honest emphasis on operability — visible workflow steps, expression-based logic without dropping to code, sample-data testing, execution logs, retries, and per-run inspection. That combination signals a team that understands the real pain of automation isn't building the happy path, it's debugging the failures. The integrations named (Slack, Gmail, Postmark, Google Docs/Slides/Tasks, OneDrive) are the standard business set. The honest caveats: this is a young product in a category with deeply entrenched incumbents (Zapier, Make, n8n), Hlido saw no third-party traction or trust signals on the surface, and reliability/quality were not tested hands-on. But transparent pricing plus an operability-first framing is a credible, buyer-respecting position.",
    "voice": "Hlido Editor",
    "as_of": "2026-08-03",
    "editor_signature_pending": true
  },
  "tier_rationale": "STEADY (72) primarily because the pricing is fully transparent and self-serve (a real Value-Signal strength), the product is coherent, and the framing emphasises the operability features (logs, retries, testing, inspection) that make automation actually usable. Held at low-STEADY because it competes against entrenched incumbents, shows no third-party traction on the surface, and was not tested hands-on — confidence is medium.",
  "what_it_does_well": [
    "Fully transparent, self-serve pricing with explicit limits (runs, AI credits, workflows, retention, per-run time)",
    "Operability-first: visible steps, execution logs, retries, sample-data testing, per-run inspection",
    "Natural-language 'describe it and we build it' on-ramp lowers the setup barrier",
    "Standard business integrations out of the box (Slack, Gmail, Google Workspace, OneDrive, Postmark)",
    "Reusable templates and expression-based logic without forcing custom code"
  ],
  "what_it_fails_at": [
    "Crowded category with entrenched incumbents (Zapier, Make, n8n) — differentiation is thin beyond the NL on-ramp",
    "No third-party traction, customer references, or trust signals visible on the public surface",
    "Reliability, retry behaviour, and AI-build accuracy were not tested hands-on",
    "Free-tier limits (100 runs, 2 active workflows, 15-min poll) are tight for anything beyond evaluation",
    "Integration breadth is standard, not distinctively deep"
  ],
  "best_for": [
    "Freelancers and small teams wanting AI-assisted automation without learning a node editor",
    "Buyers who value transparent, self-serve pricing over 'contact sales'",
    "Lead-management, support, and content workflows across common SaaS apps"
  ],
  "not_recommended_for": [
    "Enterprises needing proven scale, SLAs, and a deep integration catalogue",
    "Teams already invested in a mature automation platform without a clear reason to switch",
    "Mission-critical workflows that need independently verified reliability first"
  ],
  "red_flags": [],
  "compared_to": [],
  "evidence_urls": [
    {
      "claim": "Describe workflows in natural language and the product builds them",
      "source": "https://workflowmachine.com/",
      "tested_at": "2026-08-03",
      "verified": true
    },
    {
      "claim": "Transparent self-serve pricing: Free / $18 / $48 with explicit run and workflow limits",
      "source": "https://workflowmachine.com/ (pricing)",
      "tested_at": "2026-08-03",
      "verified": true
    },
    {
      "claim": "Execution logs, retries, sample-data testing, and per-run inspection",
      "source": "https://workflowmachine.com/",
      "tested_at": "2026-08-03",
      "verified": true
    },
    {
      "claim": "Built-in integrations (Slack, Gmail, Postmark, Google Docs/Slides/Tasks, OneDrive)",
      "source": "https://workflowmachine.com/",
      "tested_at": "2026-08-03",
      "verified": true
    }
  ],
  "agent_relevance": {
    "has_api": false,
    "has_cli": false,
    "has_mcp": false,
    "has_webhook": true,
    "has_sdk": false,
    "behavioral_testable": false,
    "agent_integration_path": "Positioned as 'automation for you and your AI agents' — workflows are triggered by events/integrations and can sit downstream of an agent, but the primary surface is a web builder rather than a programmable API/CLI/MCP interface. Webhook/trigger integration inferred from the integrations and trigger-block model; not exercised.",
    "agent_friendly_score": 5
  },
  "checklist": [
    {
      "id": "homepage_loads",
      "pass": true,
      "required": true,
      "tested_at": "2026-08-03T00:30:00Z"
    },
    {
      "id": "primary_value_prop",
      "pass": true,
      "required": true,
      "evidence": "'Stop building workflows. Start describing.'",
      "tested_at": "2026-08-03T00:30:00Z"
    },
    {
      "id": "cta_present",
      "pass": true,
      "required": true,
      "evidence": "'Start automating' / 'No credit card required'",
      "tested_at": "2026-08-03T00:30:00Z"
    },
    {
      "id": "pricing_or_access",
      "pass": true,
      "required": false,
      "evidence": "Transparent Free/$18/$48 tiers with explicit limits shown on page",
      "tested_at": "2026-08-03T00:30:00Z"
    },
    {
      "id": "evidence_or_demo",
      "pass": true,
      "required": false,
      "evidence": "Use-case examples (lead management, support, content, research, data) + FAQ; no live demo tested",
      "tested_at": "2026-08-03T00:30:00Z"
    }
  ],
  "summary": "A describe-it-and-we-build-it automation tool with refreshingly transparent pricing — a cleaner on-ramp than Zapier/n8n for AI-assisted workflows, if it can prove reliability at scale.",
  "_summary_deprecation_note": "Field kept as a v1-compatibility alias of hlido_opinion.headline. New consumers should read hlido_opinion.{headline,body,voice,as_of} for the canonical Hlido-owned opinion.",
  "staleness_after": "2026-11-03",
  "review_age_days_at_publish": 0,
  "next_review_due_at": "2026-11-03",
  "attestation_url": "/data/attestations/workflowmachine.json",
  "signature_pending": true,
  "source": "hlido-editor-v2",
  "marking_signal": {
    "marking_statement": false,
    "detection_tool": false,
    "cop_signatory": null,
    "evidence_url": null,
    "checked_at": "2026-08-03",
    "source": "r-publish-editorial-enrich"
  },
  "pricing_facts": {
    "schema": "pricing-facts/1",
    "model": [
      "usage-based"
    ],
    "price_points": [
      {
        "quote": "…things: transparent, self-serve pricing published right on the page (Free / $18 / $48, with explicit run counts, AI-credit allowances, active-workflow limits,…",
        "source": "hlido_opinion.body"
      }
    ],
    "pricing_disclosed": {
      "pass": true,
      "evidence": "Transparent Free/$18/$48 tiers with explicit limits shown on page",
      "tested_at": "2026-08-03"
    },
    "last_verified": "2026-08-03",
    "basis": "Derived from Hlido-held evidence only (engine checklist + editorial text); quotes are verbatim from the scorecard; not vendor-supplied; re-derived daily. Verify current prices on the vendor's pricing page.",
    "derived_at": "2026-08-21"
  }
}