The situation
A prospect mentioned, almost in passing, that ChatGPT recommended someone else first. Nobody on your team has read the actual answer, checked which question triggered it, or looked at what page the engine pulled from. You are losing deals to an answer you have never seen.
Why it's a real problem
Without the actual question and the actual cited source, "we should improve our content" is not a plan - it is a hope. Some of these losses are winnable with one structural fix; others are not worth chasing this quarter. You cannot tell the difference without measuring first.
What we implement
We score the specific questions your competitor wins - who gets cited, from what page format, and why our own citation and crawler-log tooling say the engine trusts it - the competitor-citation layer of the AI visibility audit.
What you get
- A named, ranked list of which competitor wins which question, and the page format behind it (comparison table, FAQ, pricing page, and so on).
- A gap plan that separates "not winnable this quarter" from "one clean page away", so effort goes where it can actually move a citation.
- A structure spec your own writers can execute, without becoming an SEO client of ours or anyone else's.
Illustrative scenario
A mid-market vendor might learn that the competitor being cited was not the market leader at all - just the only company in the category with a single, quotable page directly answering the comparison question being asked. (Illustrative scenario - not a measured result.) The specific reason in your category is the thing worth finding out.
What this is not: we do not write the replacement page or sell a content retainer to chase it. We hand you the diagnosis and the spec; your team or agency writes it.