AI Search Visibility for machine-understandable expertise and evidence.

Ranking places a link in a list a user chooses from. AI visibility means being retrieved and cited inside a generated answer, often with no click at all. The same technical foundations apply, but the content has to resolve the question in a self-contained passage rather than persuade someone to click through.

No. Selection sits entirely with each system, the surfaces change without notice, and nobody outside those companies controls inclusion. What can be committed to is the work that improves eligibility — extractable structure, verifiable claims, accurate markup, crawler access — plus honest measurement of what moved.

By sampling and triangulation. A fixed prompt set is run across the relevant assistants on a schedule and the answers, citations and brand mentions recorded; AI crawler activity is read from server logs; reported referrals are tracked where available. The result is a defensible trend, not a ranking report.

It is a commercial decision per crawler, not a default. Allowing GPTBot, ClaudeBot, PerplexityBot and Google-Extended permits citation and recommendation but also permits use of your content. Blocking protects the content and removes the visibility. Whichever you choose should be deliberate and documented in robots.txt.

Only if it adds something not already available. Systems synthesising an answer have no reason to retrieve a page that restates what other sources cover. Volume without information gain adds duplication risk and crawl cost. Fewer, genuinely specific pages consistently outperform more generic ones.

Usually because the sources they draw on disagree, are out of date, or describe a similarly named organisation. It cannot be edited directly. The route is to make the authoritative record consistent — site, structured data, profiles — and earn accurate mentions in the third-party sources those systems cite.

Own-site retrievability improvements are usually reflected within weeks of recrawl. Changes in how often a brand is cited move over months and unevenly between systems, because they depend on third-party coverage and each provider's refresh cycle. A baseline taken beforehand is what makes any later claim meaningful.

It is a question of proportion. Most of the underlying work — crawlability, clear structure, extractable answers, accurate entities — strengthens conventional search at the same time. The specifically generative additions are worth the incremental cost where you can see buyers researching through assistants.