The radar room · a folkfox hub
AI visibility, charted from the den's radar
Ranking is a position on a results page. AI visibility is something quieter and stranger: whether the machine pulls your page into its answer at all, and whether it says your name when it does. Being retrieved, being cited and being recommended are three different hurdles, and a page can clear the first two while falling at the third.
The discipline trades under generative engine optimization, or GEO, and sometimes answer engine optimisation. folkfox reads it colder. Google's own guidance on generative AI search says ordinary SEO best practice is what these features reward, with no separate AI requirements, and llms.txt is consumed by no major system. So this hub holds no hacks. It curates the evidence: what the engines actually do, how to measure your standing honestly, and where generative engine optimisation turns out to be craft with a newer name.
How do answer engines retrieve and cite a brand?
Most AI search visibility is settled before the question is asked: models reach for brands they already know, retrieval rewards pages that answer cleanly in one place, and a citation is not the same thing as a recommendation. These field notes trace how the choosing actually happens.
- SEO vs GEO: why your best pages miss AI citations entirelyThe founding note: why pages that rank perfectly well can still vanish from AI answers.
- The model searches for the brands it already knowsStudy evidence that models seek out familiar brands first, and what that means for everyone else.
- How the ChatGPT Ad Router Actually WorksThe commercial layer: how ChatGPT decides which paid answers surface beside the organic ones.
How do you measure AI visibility without fooling yourself?
AI visibility tracking has become a small industry of dashboards and llm visibility scores, some measuring carefully, some selling weather reports for a climate. The folkfox line: count citations and recommendations separately, tie both to traffic you can actually see, and treat any single score with suspicion.
Who is allowed through the gate? Crawler policy and access
Every answer engine begins as a crawler at your door, and robots.txt is where brave-sounding policy quietly becomes self-harm. Blanket blocks, hasty opt-outs and unswept crawl budgets each carry costs that only show up later. Three field notes on keeping the gate deliberate.
- Blocking AI crawlers closed one gate. Googlebot was behind itWhy a blanket block on AI crawlers can bleed into ordinary Google indexing.
- The opt-out button that quietly removes you from the newsThe hidden price of opting out of AI Overviews, read from the small print.
- Your search box is an open gate, and Googlebot walked through itHow an open internal search spends the crawl budget your real pages needed.
What does AI visibility mean in your industry?
Regulated industries feel the shift first: when an answer engine summarises a market, compliance-shaped content either earns the citation or disappears. Two worked examples from the den's casework.
This week's evidence
The hub is a curation, not an archive: the newest field notes land here first, then settle into their themes. The full flow keeps moving through the SEO and GEO trail and the AI citations trail.
Which crawler governs each answer engine?
| Engine or surface | What governs visibility there | The folkfox reading |
|---|---|---|
| Google AI Overviews and AI Mode | Ordinary Googlebot crawling and Google's standard ranking systems. Google's guidance names no separate AI requirements. | Ordinary SEO done properly is the whole entry fee; there is no secret lever. |
| ChatGPT search | OAI-SearchBot governs search inclusion; GPTBot governs training and ChatGPT-User fetches pages a user asks about. | Audit the three bots separately in robots.txt; allowing one is not allowing the others. |
| Perplexity | PerplexityBot crawling plus the engine's own retrieval and inline citation layer. | Self-contained, clearly sourced passages are what earn the citation. |
| Bing Copilot | Bingbot and the ordinary Bing index. | The quiet audit: Bing Webmaster Tools shows what Copilot can see. |
| llms.txt | Consumed by no major answer engine today; Google states it neither helps nor harms. | Publish it if you like, expect nothing from it, and never bill it as work. |
The hub curates the reading; the work happens on the SEO and GEO services floor. If your brand is being retrieved but never recommended, or not retrieved at all, start the conversation.