AI ToolsA few weeks1 evidence point

AI Search Visibility Auditor

Tell a business whether ChatGPT and friends actually recommend them — and why not.

$20–$250 per customer, per month

Overview

What this is

Run a business's key queries through the major assistants, record whether the brand appears and how it is described, and produce a report of what is missing: no machine-readable summary, thin structured data, no citable third-party mentions, competitors being named instead. Then re-run it monthly so improvement is visible.

The problem it solves

A growing share of buying research now happens inside an AI assistant rather than a search results page, and businesses have no idea whether they show up there. Traditional rank trackers measure a surface that is losing share, and nobody can tell a client whether the money spent on content is doing anything in the channel that is growing.

Why now

This barely existed as a category eighteen months ago and agencies are being asked about it by clients right now — which is the ideal moment to sell a tool. The measurement side is mostly API calls and diffing; the value is in packaging it as a report a consultant can put their name on.

The evidence

What to watch out for

Assistant answers are non-deterministic, so a single run proves nothing — you need repeated sampling to say anything honest, and you must resist the temptation to sell noise as a trend. Model API costs also scale directly with how many queries you track.

A sensible starting stack

Several model APIs, A scheduler, Postgres, A PDF/report renderer

Keywords: generative engine optimization, geo, ai search, seo audit, brand visibility, llm optimization