Why ChatGPT Never Mentions Your Company

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.

One additional check is worth building into your product page template. Every page should be able to answer, in text, what the product is, what it costs, what size or specification options exist, what it is compatible with and who it is not suitable for. Most templates cover the first two and leave the rest to imagery or to a downloadable document, which removes exactly the details that a purchase recommendation needs.

One warning about testing. If you fix something and immediately re-run a prompt in the same session, the assistant may repeat its earlier answer from context rather than retrieving afresh. Start a new session, and run the prompt several times, before concluding that nothing changed. generative engine optimization

Which to Fix First Work in that order, because the sequence is roughly cheapest to most expensive and each step is wasted without the one before it. There is no value in earning press coverage if the crawler cannot reach the page it points at.

One overlooked source of fragmentation is internal. Companies with several divisions, regional offices or acquired brands frequently publish under variant names without anyone deciding to, and the resulting record describes something that looks like three loosely related organisations. Deciding which entities should be distinct and which should be one, then enforcing it, is a governance question rather than a marketing one and it usually needs somebody senior to settle.

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.

Three acronyms, considerable overlap, and no governing body to settle the definitions. Different agencies use them differently, some interchangeably, and a few have invented a fourth to differentiate a proposal.

One further term worth watching for is any acronym an agency has coined itself. A proprietary framework name is not evidence of proprietary capability, and it is frequently a way to make comparison between proposals harder. The response is the same as for the established terms: ignore the label and ask which surfaces get measured, how often, and what evidence you receive.

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.

In practice it is used to mean roughly the same thing as generative engine optimization, occasionally with a stronger emphasis on training data and brand presence in the underlying corpus rather than on live retrieval.

The emphasis is on being included in a generated response, whether or not you are cited by name and whether or not it produces a click. The term appeared in academic work before agencies adopted it, which gives it slightly firmer footing than the alternatives.

Reviews Do Disproportionate Work For products more than for services, review content is the evidence base. Volume matters, recency matters more, and detail matters most, because a review that describes a specific use gives a model something to match against a specific question.

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.

And pick a narrow enough definition of what you do that the existing coverage is thin. Competing to be the best documented answer to a specific question is a solvable problem. Competing for a broad category against everyone is not, and the small operators who do well here are almost always the ones who narrowed first. generative engine optimization

Then audit every place it appears: your website, structured data, social profiles, directory listings, marketplace accounts, email footers, invoices and any coverage you can influence. Correct what you control and request corrections where you do not.

Treat your marketplace listings as primary marketing assets rather than as a sales channel afterthought. Check the specifications match your own, that the product name is identical and that the category is right. A listing contradicting your own site creates exactly the inconsistency that stops mentions resolving.

Acquisitions deserve particular care. An acquired brand carries its own accumulated record, and both merging it into yours and keeping it separate are defensible choices. What fails is doing neither, leaving two partly overlapping records that each dilute the other, which is the most common outcome because nobody owns the decision.