Why doesn't ChatGPT recommend your company?

Start by separating a named recommendation from a source link. ChatGPT can recommend a business while citing another website, or cite your article without recommending your company. Record both observations. If your business is not showing up, the checks below help investigate possible causes; a missing mention alone does not identify the reason.

Before diagnosing a problem, check how the test was run. A single question from a logged-in account provides little evidence, especially if its wording does not reflect a buyer’s needs. ChatGPT’s answers vary between sessions: five tests in our own case study returned twelve different competitors. Repeat the question before concluding that the company is consistently present or absent.

Ask the way your buyer asks. Don’t type “best CRM”. Type “Suggest a CRM for a 40-person logistics company that needs route planning and works in Spanish.” Use a clean session — logged out, or a temporary chat with memory off — and repeat the prompt three to five times across two days. Write down who gets named, in what position, and which pages the model cites. That table is your baseline.

If your company appears in two of five runs, you are not invisible — you are unstable, and the fixes differ. Invisibility is usually access or content. Instability usually means the model isn’t sure who you are, or can’t find a second source that agrees with your own site.

This is the order in which the causes come up when we audit sites that don’t get recommended, and it is the order to fix them in. In the audits we have run, the first three are the ones we find most often, and all three can be fixed inside a week. This page tells you which reason is yours; the companion guide on getting cited by ChatGPT covers how to fix each one.

Eight checks for seven causes, in order. You need a terminal, a browser and the prompt table from the first section. The last column is the first thing to do once a check fails.

Reason 1 happened to us, so here is the record. get-geo.ai was built by the book: server rendering, eight languages, structured data, an llms.txt file. It still failed the first check. The site was served from www.get-geo.ai, while the canonical tags, the sitemap and llms.txt all pointed to get-geo.ai — which redirected back to www. Googlebot survives that loop. AI fetchers, which in our logs give up after one or two requests, often do not.

One hosting switch made the bare domain primary and turned www into a single hard redirect. After that fix, and with our language pages in place, ChatGPT named get-geo.ai in five out of five clean sessions when asked to recommend a GEO (generative engine optimisation) agency for a multilingual company. We can’t isolate how much the redirect contributed; the full runs are published in our case study, “We asked ChatGPT to recommend a GEO agency”.

One caveat: that prompt fits our positioning unusually well. An agency that writes about its languages is easy to make visible for a question about multilingual agencies. Your category will take more than a redirect.

Three further factors affect the results.

Established brand recognition. A newcomer can have a technically sound site and still be absent from broad recommendations dominated by familiar names. More specific customer questions give it a clearer place to compete.

Concentration. In Ahrefs’ most-cited-pages data, 23.8% of ChatGPT’s citations went to homepages and a large share to a small set of reference sites. ChatGPT’s pool is also narrower than the other assistants’: in our September 2026 sample, its 143 links included no forum threads at all and 25% platform documentation, where Google AI Mode sent 22% of its links to forums. A Reddit thread that helps you in AI Mode does nothing in ChatGPT. Joining that set depends on having pages worth citing — original data, real comparisons — not on formatting.

Timing. In our experience access fixes show in citations within days, because the search bot refetches pages it already knows; new pages and entity work take weeks to a quarter to appear in repeated runs. Nobody can promise a date, and a guide to the questions worth asking an agency covers what to do with one that does.

What the check gives you is the order of operations. The clients we have tracked so far who fixed reasons 1–3 and then built pages for their five most valuable buyer prompts saw first citations within the same quarter. Starting with reason 5 — chasing list placements while the site still serves an empty shell to the bot — risks paying for placements the model cannot verify.