4.What AI gets wrong, and why it matters.

When the baseline comes back, the problems it reveals almost always fall into five shapes. Knowing which shape you are looking at matters, because each has a different fix and a different cost of ignoring it.

1. You are invisible where buyers discover

The most expensive failure is silent: on discovery questions, where a buyer asks for the best options without knowing any names, the assistants recommend your market and you are simply not in the answer. Every one of those answers is a shortlist you did not make, shown to a buyer you will never meet. Nothing in your analytics will ever flag it.

2. The facts are wrong

Assistants state facts about your business with total confidence and mixed accuracy: pricing that is wrong, features you do not have, features you do have but never get credit for, the wrong headquarters, the wrong founding story. These brand facts reach buyers at their most decisive moment, in answers to questions like “is this company any good”, and buyers rarely double-check. A wrong fact in a branded answer is misinformation with distribution.

A special case is the outright hallucination: a claim with no source at all, invented where authoritative material is thin. Plausible hallucinations are the dangerous ones; a believable but wrong integration list quietly disqualifies you from deals you would have won.

3. The information is stale

Engines blend fresh reading with aged training knowledge, so yesterday’s pricing page can coexist with a two-year-old description of your product. If you have repositioned, renamed, or shipped major features recently, expect the assistants to lag, and expect the lag to persist wherever old third-party pages still describe the old you.

4. Your sources are weak

Sometimes the assistants know you but describe you entirely from third parties: a directory listing here, an old review roundup there, never your own pages. You can see this shape in the numbers as decent mentions with near-zero citations of your site. It means the engines have not found, or not trusted, anything of yours worth reading, and it leaves your reputation hostage to whatever others wrote.

5. A rival owns your question

Finally there is the shape where you appear, but consistently behind the same competitor: they anchor the answers, you are the “also consider”. On comparison questions the assistant may even recommend them by name when buyers ask about you. This one is a contest, and it is the subject of chapter six.

One honesty note

A measurement tool should distinguish “we verified this claim is false” from “we could not verify this claim”. A thin public record is a different problem from a wrong one, and a vendor that shows you fabricated certainty about either is teaching you to distrust the whole dashboard. Honest gaps beat confident fiction.