Why ChatGPT Never Mentions Your Company

It cuts both ways. Stale pages with outdated figures get passed over in favour of current ones, and a competitor can displace you by updating a page you have left alone for two years. Dating your content and keeping figures current is a lightweight habit with an outsized effect here.

Extraction does not follow along. It takes the passage that answers the question, and a paragraph that spends four sentences setting up its point contains nothing extractable until the fifth. Put the answer in the first sentence and use the rest to qualify it.

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.

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. geo seo agency

This variability is the main practical trap. Testing without web access and concluding you are invisible measures the training corpus rather than current retrieval, and the two can disagree sharply. Record which mode you used with every run.

Make Sure It Can Fetch You Check that your robots.txt permits the relevant crawler, and check your server logs for what it actually receives. Bot management products frequently serve challenge pages to legitimate retrieval agents, which produces total invisibility with no error anyone sees.

One practical consequence of the variation between systems is worth planning for. If your customers are split across two assistants that behave differently, resist building separate programmes for each. The shared requirements account for most of the achievable outcome, and the effort spent on system specific tactics is usually better spent widening the number of third party sources that describe you correctly.

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.

You Have No Stable Identity Models need to connect scattered mentions to a single entity. If your company appears under three different spellings, lists two different founding years, and gives an address on your site that does not match your directory listings, those mentions may never be joined up.

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. geo seo agency

Record the conditions alongside the results: which assistant, which model version if visible, whether web access was on, the date and the run number. When a result changes sharply, the conditions log is usually what tells you whether the world changed or your setup did.

One Claim Per Sentence Compound sentences that bundle three ideas cannot be lifted without dragging in material that may not apply. A model faced with a passage where only part is relevant will often skip it in favour of a cleaner source.

That transparency makes it the best available proxy for how retrieval based answering behaves generally. Here is what the citation pattern reveals, and what a brand can actually do about it. geo seo agency

Include Something Worth Attributing A citation needs something to point at. Passages that contain only sentiment give a model nothing, which is why brand pages full of adjectives are passed over in favour of a competitor's specification table.

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.

So attribute it by name every time it appears in a report. A visibility figure presented without saying which tool produced it and how it was sampled will eventually be quoted back at you as fact by somebody who did not know it was an estimate, and that is a difficult correction to make in front of a board. geo seo agency

The pattern is consistent across most categories. Review platforms, industry publications, documentation, forum threads and comparison articles appear far more often than brand websites. When a brand site is cited it is usually a specification page, a pricing page or a technical document rather than a homepage or a landing page.

Observed behaviour leans toward breadth, pulling from a wider set of sources per answer than the others, and it cites forums, documentation and niche trade sources readily. It also appears comparatively responsive to freshness.

Gemini and Google Surfaces Closest to conventional search infrastructure, which has a practical consequence: work that improves your standing in Google search tends to carry over here more than it does elsewhere.