How to audit a business for AI readiness (2026 guide + free checklist)
The 7 visible signals that show real AI adoption vs claimed AI adoption - customer-facing AI surface, AI tech-stack signals (LangChain / MCP / vector DBs / LLM observability), automation depth, data maturity (CDP / warehouse), emerging signals (llms.txt / agent-shoppable schema / AI governance pages), the claim-vs-reality gap, and competitor AI adoption.