A verification step, not a ranking
Why does ChatGPT recommend my competitor instead of me?
On our own sample, the answer was often that it went and checked them. 157 of ChatGPT’s 478 recorded searches restricted themselves to a single domain with the site: operator, and several of those named one local company and looked it up on a third-party site. A competitor that survives that check and a business that cannot be checked are not competing on the same terms.
What the pattern actually looked like
These are verbatim searches ChatGPT ran while answering questions about who to hire. It already had the company name when it ran them:
site:bbb.org Cincinnati HVAC BBB Corcoran Harnist Heating Airsite:bbb.org Cincinnati HVAC BBB JonLe Heating Coolingsite:napfa.org Cincinnati OH fee-only advisor truepoint wealth counselsite:plasticsurgerygroup.net Cincinnati plastic surgery group official board certified
Read them in order and the shape is clear enough: get a shortlist, then confirm each name against a site that is not the company’s own, or against the company’s own site looking for specific words. 97 distinct domains were targeted this way across 38 answers. Gemini used the operator in none of its 117 searches.
Source. What AI searches for when someone asks it to recommend a business · 157 of 595 search strings contain site: · all from ChatGPT (gpt-5.4) · sampled 24 and 25 August and 16 September 2026 · Vector Index’s own research runs, no client data.
What this does not prove
It does not prove the check decided the recommendation. We recorded the searches an engine ran, not their effect on the answer, and we did not run the experiment that would separate the two. A competitor may be recommended because it is genuinely the better match, because it has more of the kind of page the engine was reading, or for reasons nothing in our data reaches.
So the useful claim is the modest one. On this sample the engine was performing named checks against specific sites, which makes “is there anything to find when someone checks us by name” a question with a real answer instead of a guess.
The uncomfortable version of the question
Sometimes the engine named you, understood you correctly, and still pointed the buyer elsewhere. That is not a technical problem and no schema markup fixes it. It is a positioning finding, and it is more useful than it feels: it means the material reaching the engine is accurate and the answer it supports is still not yours.
We keep those results separate from the observations for that reason. Whether an answer recommended a business is a judgement about wording, so the rule for deciding it is written down before the answers are read, and the verdict is stored as inference rather than as fact.
Mentioned, cited and recommended are different · Why it does not mention you at all · Which sites the engines cite · Our scope and prices
Questions we get asked about this.
Why does ChatGPT recommend my competitor instead of me?
On our sample it frequently checked named companies against a third-party site before answering. 157 of ChatGPT's 478 recorded searches restricted to a single domain, several naming one local company. A business with nothing to find under that kind of check is at a disadvantage, though we measured the searches and not their effect.
Does my competitor pay for this?
Nothing in our data shows a paid placement. The searches we recorded went to directories, professional bodies and company websites, which are not advertising surfaces. We cannot speak to what any engine may do commercially in future.
Can I get a competitor removed from an AI answer?
No, and we would not take that work. No provider controls what a model writes, and attempting to suppress a competitor's presence is not something we do.
Is this the same as ranking in Google?
No. The recorded behaviour was a reformulation step followed by named checks against specific domains, which has no direct equivalent in a ranked list of ten blue links. Some of the same groundwork helps, but the mechanism we observed is different.
What would you actually look at first?
Whether your category and service area are stated plainly in text on your own site, and whether a search for your name on the third-party sites your industry uses returns anything current and consistent. Both are checkable today without buying anything.
We publish what we find.
We're measuring AI answers in Cincinnati and will publish what we find, including our own results, including when they're unflattering. No pitch attached.
One email a month at most, and you can leave with one click. We do not sell your address and we will not add you to anything else.