start here · one-off diagnostic · stage: diagnose

AI Readiness Audit

One question, answered with evidence: when your buyers ask AI about your category, do you exist? A fixed-scope, fixed-fee diagnostic. You keep the findings whether or not we ever work together again.

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what we test

retrieval

Can engines read you?

Structure, schema, entities, crawl and render health - whether your expertise is even extractable by RAG-based answer engines.

citation

Do answers use you?

A tracked panel of real buyer prompts across ChatGPT, Gemini, AI Overviews, and Perplexity - who gets cited today, and why it is not you.

recommendation

Do answers choose you?

Where recommendation happens in your category, which competitors own it, and the gap between their universe and yours.

what you walk away with

The findings document: your current position, per engine, with receipts
The gap map: what is missing - structure, content, authority - ranked by impact
The sequenced plan: what to fix first and what it should move
A working session to walk your team through all of it

Book the audit Fixed fee, scoped on a short call.