Why ChatGPT Never Mentions Your Company

Results Split by Intent, With Run Counts Not one number. Mention rate reported as a fraction with the run count visible, broken out by prompt tier, so buying intent is never blended with definitional questions.

Keep a record of every correction you request and its outcome, including refusals. It gives you a realistic picture of which sources are worth approaching again, it prevents the same request being sent twice by different people, and it turns an activity that usually feels like shouting into a void into something with a measurable acceptance rate.

Why Independent Sources Carry More Weight A company describing itself is a weak signal, and any system that weighted self description highly would be trivially easy to manipulate. Independent agreement is harder to fabricate and therefore more informative.

Publish Your Own Comparison Anyway It will rarely be the most cited source in your category and it is still worth having, for two reasons. It puts a version of your figures into circulation stated correctly, and it is frequently the page journalists and roundup writers use when compiling their own comparisons.

There is almost always a specific, findable reason for this, and it is rarely that the model dislikes you. Here are the causes worth checking, roughly in the order that they tend to be responsible. ai overviews optimization

You Are Blocking the Crawlers The most common cause is also the least interesting. Your robots.txt disallows the user agents that feed AI systems, or a firewall rule is rejecting them, or a bot management product is serving them a challenge page they cannot pass.

The useful move here is to stop auditing yourself and start auditing them. When a competitor is consistently named and you are not, the answer is sitting in plain sight in the citation list, and it is usually not what the brand expects.

Fragmented identity produces a specific symptom worth recognising: an assistant knows facts about you but attributes them vaguely, or confuses you with a similarly named business. The fix is dull consistency work across every place your name appears.

The practical result is that a claim appearing only on your website is treated as a claim, while the same claim appearing in a trade publication, a review platform and a forum thread starts being treated as a fact about the world.

What Not to Do, and Why It Backfires Fabricated reviews, seeded forum threads under false identities, and paid placements presented as independent all exist and all fail on the same axis. Detection has improved, platforms enforce against it, and the reputational cost when it surfaces exceeds anything the visibility was worth.

Where a platform lets you add structured business information alongside reviews, complete every field. These profiles are frequently cited as much for their factual details as for their ratings, and a half completed profile contributes far less than a full one even when the review count is identical. It is an hour of work per platform and it is repeatedly the cheapest improvement available.

Being missing from the five pages that generate your category's answers is a complete explanation on its own, and it is fixable without anyone's permission on the platforms that accept claims and corrections.

This section sounds procedural and it is the foundation of everything after it. A prompt set quietly edited between runs makes every trend line in the document meaningless, and it is the easiest way to manufacture improvement without doing anything.

How to Prioritise When Everything Is Slow This work is slower than anything else in the discipline, so sequencing matters. Start with sources you can edit directly, since claiming and correcting listings is nearly free and takes effect within weeks.

Then re-run the same ten prompts a month later and compare. Attributing improvement to a specific fix is only possible because you recorded the starting point, which is the argument for doing the teardown before the work rather than after it.

You asked it to recommend a supplier in your category. It named four companies, two of which you consider inferior to yours, and one you had never heard of. Your name did not come up, and it did not come up on the follow up question either.

Check Whether You Are Even Present Go to each of those recurring sources and look for yourself. The usual outcome is not that you are described badly. It is that you are absent, or listed with an old address, or categorised under something nobody searches for.

This is the mechanism behind the most common complaint in the field, which is watching a competitor with an inferior website get recommended. They are usually not better optimised. They are better corroborated.

Your Pages Contain Nothing Quotable Look at your homepage and count the sentences that could be lifted, attributed to you and remain true and useful out of context. On most brand sites the count is close to zero, because the copy is written to persuade rather than to inform.