2026-08-03 · Jack Stovell
Why doesn't ChatGPT recommend your business?
ChatGPT recommends businesses it can read and corroborate. When yours is missing, the cause is almost always one of four things, roughly in order of likelihood: the model cannot read your site at all, your pages do not answer the question buyers actually ask, no third party corroborates that you exist and are good, or machines cannot tell your business apart from others. All four are fixable. None of the fixes guarantee a recommendation — but leaving them broken guarantees its absence.
Why doesn't your business appear in ChatGPT recommendations?
Because a recommendation is assembled from two inputs, and your business is weak in one or both. The first input is training data — what was written about you across the web before the model's cutoff. The second is live retrieval: for many recommendation-shaped questions the assistant searches, fetches the pages it can read, and answers from those. Retrieval is the input you can influence this week, which makes its failure modes the place to start.
The common causes, ranked by how often we see them. First, the model cannot read your site: your CDN blocks AI crawlers, robots.txt disallows them, or your pages are a JavaScript shell that renders empty to any crawler that does not run scripts. Second, the pages retrieval needs do not exist — someone asking "best accountant for UK contractors" can only be answered from a page that addresses that question, and if your site is a homepage plus a contact form, there is nothing to retrieve. Third, no independent corroboration: models weight third-party evidence — reviews, directory listings, press, industry mentions — and a business that only talks about itself gives retrieval nothing to cross-check. Fourth, ambiguous identity: if your trading name, website and listings do not clearly resolve to one entity, your evidence splits across fragments and none of them accumulates weight.
Why does AI recommend your competitor instead of you?
Because your competitor is more legible or more corroborated — not necessarily better. A mediocre firm with a crawlable site, specific service pages, forty reviews across two platforms and consistent listings is easy for a machine to assemble into a confident recommendation. An excellent firm that is invisible to crawlers and mentioned nowhere is not a candidate at all. The model is not ranking quality; it is ranking what it can read and verify.
Honesty requires a caveat: some of this is not diagnosable from outside. Which sources retrieval surfaced for a given user, how the model weighed them, why it named three businesses and not a fourth — vendors do not expose this, and answers vary between sessions. You can remove the visible disqualifiers and strengthen the visible evidence. You cannot audit the final selection, and nobody offering "guaranteed AI rankings" can either.
What should you fix first?
In order of leverage:
- Verify the model can read you. Run your site through the free AI visibility checker — it tests robots.txt stance, JavaScript-shell rendering, identity markup and whether a live model recognises your name. This is minutes of work and rules the biggest cause in or out.
- Fix whatever it finds. Unblock AI crawlers at the CDN and in robots.txt; if your pages render empty without JavaScript, serve real HTML to crawlers.
- Build pages that answer the buying question. One page per service or category, in the language a buyer uses, with concrete facts — who it is for, where you operate, what it costs if you can say. Retrieval quotes pages, not brands.
- Accumulate third-party corroboration. Reviews on the platforms your customers already use, correct directory listings, any legitimate press or industry mention. This is slow and unglamorous, and it is what separates candidates from recommendations.
- Make your identity unambiguous. Consistent name, address and website everywhere, plus Organization JSON-LD on your site so machines can resolve every mention to one entity — see becoming an entity AI models recognise.
The full playbook, including markup details, is in how to get your business cited by AI.
What this won't do
Completing every step makes you a legible, corroborated candidate — it does not compel any model to pick you. Retrieval, ranking and model behaviour decide the final answer, and they are outside anyone's control. We publish our own results on exactly this problem: hilyt's public scoreboard at hilyt.it/geo currently records that models do not yet cite our profiles for the queries we track. That is the honest shape of this work — remove the reasons you cannot be recommended, then keep building the evidence that makes you worth recommending.
Check your AI visibility — free
Related guides
- How to get your business cited by AI assistants
- How to check what AI says about your brand (free, in ten minutes)
- How to become an entity AI models recognise