AI Due Diligence
Was this company built by AI from the ground up? Enter any URL and we'll analyze their website, MCP endpoints, APIs, and AI signals to find out.
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What We Test
- Q1 — Live AI Endpoints: How many live API routes does the platform expose? Discovered from /api/docs, OpenAPI spec, and MCP tools.
- Q2 — AI Infrastructure: Does a live MCP protocol handshake succeed? How many tools, federation, trust tiers?
- Q3 — Agent Interoperability: Can AI agents discover this platform via MCP, federation, messaging, and trust tiers?
- Q4 — Self-Referential AI: Are AI development configs reachable? CLAUDE.md, /ai-dd, MCP endpoint present?
Classification Tiers
| Score | Classification | What It Means |
|---|---|---|
| 0–5 | Legacy | No AI engineering detected. Traditional human-built operation. |
| 6–13 | AI-Assisted | Some AI tooling, but fundamentally human-driven. |
| 14–21 | AI-Integrated | Meaningful AI involvement. Mixed human-AI workflow. |
| 22–29 | AI-Native | Built with AI from the ground up. Agentic architecture. |
| 30–40 | Fully Agentic | AI-engineered end-to-end. Autonomous operations. |
AI Pivot & AI Washing
Enter a URL above and run this analysis to see what the company originally did, whether it has genuinely pivoted toward AI and AI agents, when that started, and whether its AI marketing is backed by real evidence. Built from the live site, Wayback Machine snapshots and public GitHub repositories.
Your analysis history
Every company you analyse is saved. Open it again instantly, or re-analyze for a fresh run.No companies analysed yet. Every analysis you run is saved here.
Before → Transition → Now
Evidence of a real pivot
Evidence of AI washing
Caveats
Sources used
Sources unavailable
How the two scores are read
- Genuine AI Transformation — AI is now the core product; the original business is materially reduced.
- AI Expansion — real shipped AI capability, but the original business is still the core.
- Rebranding — positioning moved toward AI; the underlying product is largely unchanged.
- Potential AI Washing — prominent AI/agent claims, weak or absent evidence of real AI product or code.
- No AI Pivot — no meaningful AI positioning change detected.
Mentioning AI or agents is not a pivot. Shipped product, documentation and code outweigh marketing copy, and a source that could not be reached is reported as unavailable rather than guessed.
API for AI Agents
POST /api/v1/ai-due-diligence
Content-Type: application/json
{"website": "https://example.com"}
# Returns: { total_score, classification, response_time_ms, questions: [...] }
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