Why Does AI Describe Your Company Wrong?

Because it isn't describing your company. It's describing the consensus it can find about your company. When independent sources disagree, or when your own website is the only source that exists, the model falls back on the safest generic description of your category.

That distinction matters, because it changes what you can do about it. There's no record to correct and nobody to email. There's only the evidence, and the evidence is editable.

Where a model gets its description of you

Three places, weighted unevenly. Your own pages, which it treats as a claim. Independent sources — press, directories, client sites, podcast notes, other people's posts — which it treats as corroboration. And its own prior about your category, which is what fills any remaining space.

Most founders have worked hard on the first and have nothing in the second. That combination produces a specific failure: the model knows you exist, can't confirm what makes you different, and describes the category instead. You read the result and think it got you wrong. It got you unresolved, which looks the same from the outside.

Why disagreement turns into vagueness

A model asked to describe a company is doing something closer to weighing testimony than looking up a fact. When the testimony agrees, it can be specific. When it conflicts — your site says brand intelligence, an old directory listing says web design, a stale bio says freelance designer — specificity becomes risky, so it hedges toward whatever all the sources have in common. What they have in common is almost always the generic version.

This is why stale sources are worse than no sources. An abandoned profile from three years ago doesn't sit quietly. It actively pulls your description backward toward who you used to be.

Why your own website isn't enough

A site is a single witness, and it's the interested party. It establishes what you claim; it can't establish that the claim is true. This is the part founders most consistently resist, because the site is the thing they control and the thing they just paid for.

But the asymmetry is worth sitting with. One credible third party describing your work in their own words does more for how you're understood than another page you write about yourself. Not because your writing is worse. Because agreement between independent sources is the only signal that distinguishes a real practice from a well-designed claim.

How to tell which problem you have

Ask a model to describe your company, then read the answer for its failure mode rather than its accuracy.

If it's generic — right category, no specifics — you have a corroboration problem. Nothing independent exists to make you particular.

If it's outdated — describing work you've moved past — you have a stale-source problem, and somewhere there's a profile or page still saying it.

If it's confused — mixing you with someone else, or contradicting itself between answers — you have an entity problem. Your name isn't yet reliably attached to one set of facts.

If it doesn't know you at all, none of the above applies yet. That's a discovery problem, and it's the ordinary condition of any young domain.

What changes it

Make your own pages unambiguous first, because it's the low hanging fruit step and everything else builds on it. Say what you do in plain language before you say it in your own language. The metaphor can stay; it just can't go first.

Then find and fix the stale sources, which is unglamorous and unusually high-leverage. Old listings, old bios, old collaborator pages. Each one you correct removes a vote for the wrong description.

Then build corroboration, which is slow and is the actual work. A directory entry. A guest piece. A podcast appearance where someone else summarizes what you do. A client who names you publicly. Three independent sources agreeing is roughly the point where a model stops hedging.

None of this is a hack, and the sequencing matters more than the speed. The pages move in weeks. The corroboration takes months. Most people do them in the wrong order, publishing more of their own writing while the thing holding them back is that nobody else has written a word.

It happens in culmination: the public version

If AI describes your company vaguely, the most likely explanation is that the world has not yet formed a view of it. That reads as harsh and is actually useful, because it points at work you can do. Perception isn't a rendering problem to be fixed with better copy. It's an accumulation, and it accumulates outside your website.

The gap between what you know you've built and what a model can confirm about it is measurable. That's what the assessment is for.