How AI engines decide who to recommend (the ranking factors)
Answer engines don't rank ten links and let the customer choose — they decide which business to name. Think of it as four gates rather than one ranking: an engine has to find you, parse you, trust you, and match you to the question. Clear all four and you're in the running for the recommendation.
1. Find — can the engine reach your content?
If the search agents — OAI-SearchBot for ChatGPT, Claude-SearchBot, PerplexityBot, and Googlebot for AI Overviews and AI Mode — are blocked in robots.txt or by a CDN rule, or your pages are slow or un-crawlable, you are out before the race starts. Blocking the training crawlers (GPTBot, ClaudeBot) or Google-Extended does not cost you search visibility. A clean, fast, crawlable site with a sitemap is the entry fee.
2. Parse — can it understand who you are?
This is where most businesses lose. Engines need to extract who you are, what you do, and where — confidently. Structured data (LocalBusiness, Service, FAQ), a clear title and headings, and plain copy that states the facts beat clever marketing prose every time.
3. Trust — should it stake its answer on you?
Recent, specific reviews; a complete, consistent business profile; citations and mentions on sites the engine already trusts; and real author and expertise signals all tell the engine you are a safe recommendation. We have not measured which of these moves an answer most — our batches graded visibility, not its causes — so treat any ordering of them, including ours, as judgment rather than a finding.
4. Match — do you answer the exact question?
Finally, your content has to map to what was asked. Pages and FAQs that answer the real questions customers type ('do you offer X', 'best Y in [city]') give the engine something precise to lift and attribute to you.
What to do first
In order: confirm the search agents are not blocked, add structured data, fix your business-name/address/phone consistency, make review-collection routine, and publish answerable content. Our free scan reads one page plus robots.txt, your sitemap and llms.txt — 26 scored checks across eight dimensions, in seconds — which covers gate one and much of gate two. Gates three and four still need a human.
Frequently asked questions
Do AI engines just use Google's rankings?
It depends on the engine. Google's AI Overviews and AI Mode are generated from Google's own Search index, so what helps you rank carries over directly. ChatGPT's web answers come from OpenAI's own index, built by OAI-SearchBot, plus its search partners; Perplexity and Claude run their own retrieval. None of them returns a list — they synthesize one answer — so being parseable and corroborated matters as much as ranking.
What's the single most important factor?
There isn't one, but entity clarity + structured data (so the engine is confident who, what, and where you are) and recent reviews (trust) move the needle most for local businesses.
How fast do changes take effect?
We have not measured this, and we would rather say so than quote a number. A fix only reaches an engine once that engine re-crawls the page, which is not under your control, and corroboration signals move more slowly still. Re-run the same prompts on a dated schedule and you will have your own answer rather than ours.
Where we apply this
The trades and cities our research covers, and the service behind it.
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