Reference Specification: /.well-known/ai.txt, /ai/summary.json & /.well-known/mcp.json
Updated 2026-10-31 · Live reference endpoints on this host: /.well-known/ai.txt · /ai/summary.json · /.well-known/mcp.json

In our empirical audit of 564 B2B SaaS domains, 75.2% already ship basic /llms.txt (often auto-generated by docs hosts), yet 100.0% return 404 on /ai/summary.json and over 98% lack /.well-known/ai.txt and /.well-known/mcp.json. Shipping these three deterministic surfaces eliminates pricing/compliance hallucinations during ChatGPT Search, Perplexity, and Claude fan-out queries.

1. /ai/summary.json — Deterministic Entity & Commercial Fact Sheet

{
  "schema_version": "1.0",
  "entity": "Acme Cloud",
  "domain": "acme.dev",
  "category": "Developer Infrastructure",
  "pricing_url": "https://acme.dev/pricing.md",
  "starting_price_usd": 49,
  "compliance": ["SOC 2 Type II", "GDPR"],
  "primary_alternatives": ["IncumbentA", "IncumbentB"],
  "updated_at": "2026-10-31"
}

2. /.well-known/ai.txt & /.well-known/mcp.json — Crawler Policy & Agent Tools

# /.well-known/ai.txt
User-Agent: *
Allow-AI-Search: true
LLMs-Txt: https://acme.dev/llms.txt
LLMs-Full: https://acme.dev/llms-full.txt
Pricing-Markdown: https://acme.dev/pricing.md
Entity-Summary: https://acme.dev/ai/summary.json
MCP-Descriptor: https://acme.dev/.well-known/mcp.json

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