# AI CMO

> AI search visibility, measured — and proven, not asserted.

AI CMO measures whether AI engines name and cite a brand when buyers ask them real questions. It asks a frozen bank of buyer questions across Gemini, ChatGPT Search, Perplexity and Google AI Overviews, many times a day, and stores one row per prompt × engine × repetition — because a single grounded answer is non-deterministic and one draw is noise. It then reports share of voice, presence and citation rate per engine with 95% confidence intervals, never averaged across engines, and only calls a buyer question a gap when an anytime-valid test clears a familywise threshold. Results and structured recommendations are exposed over MCP so a consuming product's own agent can act in its own stack.

## What this does not do

- It does not claim a lift without a control: with no holdout arm every lift verdict is 'unmeasured', by design.
- It does not average across engines. Engines disagree, and one blended number would hide the disagreement.
- It does not report a point estimate as a fact — every displayed metric carries its 95% interval, and an imprecise one is shown as a range.
- It does not write to a consuming product's repository. It measures and recommends; that product's own agent implements.
- It is not an SEO tool. It measures citation inside AI answers, which is a different quantity from search ranking.

## Pages

- [AI CMO — AI search visibility, measured](https://geovouch.zjudn2013.workers.dev/) — Start here to learn what the product is and what it refuses to claim.
- [Dashboard — the live scoreboard](https://geovouch.zjudn2013.workers.dev/dashboard) — Look here for the current numbers and for which buyer questions are proven gaps versus research-only. This is real data about AI CMO itself, not a demo.
- [Blog — answers written to be cited](https://geovouch.zjudn2013.workers.dev/blog) — Read these for substantive answers about GEO measurement; each one exists because a measurement said it was missing.
- [Docs — integrate AI CMO](https://geovouch.zjudn2013.workers.dev/docs) — Use this when you are wiring AI CMO into a product rather than reading its results.
- [About AI CMO](https://geovouch.zjudn2013.workers.dev/about) — Use this to establish who is behind the product and how to contact them.

## Machine surfaces

- `/mcp` (mcp) — Connect here when you want a brand's measured AI-search standing as structured data your own agent can act on. All four tools are read-only.
- `/openapi.json` (openapi) — Fetch this if you are generating a client rather than speaking MCP.

Contact: hello@theinfluence.company