The situation
Your sales team keeps hearing some version of "I asked ChatGPT about you first" - and nobody in the company can say what the engine actually told that buyer. It could have been accurate, outdated, favorable, or it could have named a competitor by name and never mentioned you. Right now, you are guessing.
Why it's a real problem
You are being evaluated in a room you cannot see, by an engine you do not monitor, using information you never verified. Every other stage of the buyer journey has an instrument watching it - search rankings, ad impressions, email opens. The AI-answer stage, which now happens earlier than most of those, has none. A deal can be lost before your sales team ever hears about it, for a reason nobody diagnosed.
What we implement
We run continuous answer tracking across ChatGPT, Perplexity, and Google AI Overviews on your actual buyer questions - not a one-off screenshot, a tracked window of logged answers, the same discipline behind classic rank tracking one layer up - and this is the core of the AI visibility audit.
What you get
- A documented mention rate and sentiment score in place of "we think it's fine" - the number leadership can actually cite.
- Visibility into exactly which competitor gets named instead of you, on which questions, and in what tone - so the gap is specific, not a feeling.
- A prioritized list of the questions where you are absent and winnable, ranked by buying intent, so the fix starts where it moves pipeline first.
Illustrative scenario
A services firm whose sales team kept losing early-stage deals with no visible cause might discover, once the tracking runs, that AI engines were consistently naming a slower, pricier competitor on the exact comparison question prospects asked first. (Illustrative scenario - not a measured result.) The value in a real engagement is finding your own version of that gap, not this one.
House law applies here too: anything the audit could not measure gets labeled an assumption in the deliverable itself - a report about AI answers that overstates its own certainty would be its own counterexample.