Why ChatGPT Never Mentions Your Company

Inside your own organisation, the useful move is to write a single sentence defining whichever term you adopt and put it wherever your team will see it. Most of the confusion these acronyms cause is internal rather than external, with two people using the same word for different scopes and discovering the mismatch three months into a project.

One further caution applies to how this gets used in a pitch. An agency quoting a conversion multiple without its sample size is either unaware of the provenance or hoping you are, and both are informative. Asking where a number came from is a reasonable question that costs nothing, and the quality of the answer tells you a good deal about how your own reporting will be handled.

Do this yourself at least once even if you intend to hire somebody. Reading twenty raw answers about your own market teaches you more about this channel in half an hour than any proposal will, and it makes you a considerably harder client to mislead. You will recognise immediately whether an agency's baseline resembles what you found.

The result is a content programme aimed at guesses. Sometimes it works by accident. Usually it produces pages nobody retrieves, and the diagnosis that would have directed the effort correctly costs a fraction of what the content did.

Buying a Score Instead of Evidence A monthly number that rises is easy to present and impossible to audit. The vendor controls the number and the prompt set behind it, and a client has no way to distinguish real improvement from a methodology change.

Read the Source List Before the Prose Where citations are shown, list every domain and count how often each appears. This is the single most useful output of the whole exercise, and most people skip it because the prose is more interesting.

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.

Broad sites are forgiving. A blocked section or a badly rendered template still leaves a hundred other pages describing the organisation. A small site with five pages has no such buffer, which makes the mechanical checks disproportionately important.

It is also worth checking whether you are being confused with somebody else rather than ignored. Short names, generic names and names that begin with a number collide with other organisations more often than distinctive ones. Where that is happening, the answer will contain facts that are true about a different company, which reads as a hallucination and is usually an identity collision with a specific fixable cause.

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.

Generative Engine Optimization The broadest of the three in common use. It refers to being visible in systems that generate an answer rather than returning a list, which covers assistants, AI summaries on results pages and any interface that synthesises rather than links.

Then load your most important page with JavaScript disabled in your browser settings. If what remains is a navigation bar and no substance, that is roughly what a retrieval system reads, and it explains a great deal on its own.

Decide What the Result Means Four outcomes, each pointing somewhere different. Absent everywhere with a clean robots file and no third party listings usually means an identity and coverage problem. Absent with a blocked crawler or an empty non-JavaScript page means a mechanical problem, which is the good news outcome because it is cheap.

The better approach is to keep them, correct the facts, date them honestly, and make clear how they relate to the present. A page that says plainly what it documents and when is more useful than one quietly rewritten to look current.

The sustainable version is small and continuous: the prompt set run monthly, listings checked quarterly, a handful of pages updated rather than a burst of new ones, and someone who owns it. That costs less over a year than the three month push and holds its ground. ai visibility agency

What Transfers to an Ordinary Business Three things, and they are the three that most small operators skip. Check that you are readable before assuming you have a content problem, since on a small site an access failure is total rather than partial.

Some practitioners still use it that way, which makes it a superset of the newer work. Others use it as a synonym for the generative work specifically. Both usages are in circulation, which is why asking somebody what they mean by it is a reasonable question rather than a pedantic one.

If you want your own figure, the segment worth building is narrower than most people set up. Compare assistant referrals against branded organic search rather than against all organic, over at least a quarter, and exclude any campaign traffic. It will be a small sample and it will be about your audience, which makes it more useful for your decisions than a published study about somebody else's.