Comparisons
Search Console and provider data: how to read them together
Search Console and AI visibility data come from different sources. Read them side by side, mark what each one covers, and leave the gaps empty instead of estimating them.
You have two sources: Search Console, which describes what happens on Google Search, and data from an AI visibility provider. Don't add them together. Read them on three axes: where the data comes from, what it covers, and where it stops. The operating rule is simple: when one source covers a page and the other doesn't, don't estimate the gap. Mark the asymmetric coverage and decide the next step based on what's missing. For editorial planning, that means choosing pages to update or create by looking at where coverage is incomplete, not where the numbers look highest. Search Console is cited here as a source outside the RankAI registry, not as a product feature.
Why they don't add up
The two sources have different origins. Search Console observes Google Search. The provider's data observes AI visibility according to the public pages that name ChatGPT, Perplexity, Gemini, Grok and Google AI. Claude and Grok are measured only after you connect them. Gemini and Google AI Overviews are not the same observation: treating them as one entry skews the comparison. An API response is not a person's screen: if the provider exposes data through an API, that is not the same thing a user sees.
The rule when one source covers and the other doesn't
Don't fill the gap with an estimate. Fill in one row per page and per source, mark the coverage, and leave empty what isn't observed. The editorial decision comes from there: if a page is covered only by Search Console, the provider doesn't observe it and you can't conclude anything about its AI visibility; if it's covered only by the provider, the Google Search reference is missing and the comparison stays partial.
Example of a filled-in row
| Page | Search Console | Provider |
|---|---|---|
| IT page | Covered: impressions and clicks observed | Not covered: no observation |
| EN page | Not covered: no observation | Covered: mentioned in the monitored public pages |
In the IT row we don't estimate AI visibility; in the EN row we don't estimate Google Search. Both remain rows with declared asymmetric coverage.
A RankAI operating proposal, not a universal standard: a three-column table — page, Search Console, provider — where each cell contains only what was observed. Unobserved cells stay empty and are marked "not covered", never filled in by analogy. The table does two things: it keeps the editorial plan from starting with numbers that can't be compared, and it makes visible which source is missing before you decide on an update. It is not a quality measure: it is a coverage log. If a page changes state, the row is updated; if a source isn't connected, the column stays incomplete and that has to be said. The comparison is only useful if the rows stay honest.
Verifiable limit
This procedure does not produce an AI visibility estimate where the provider doesn't observe, and it does not replace Search Console data. The comparison stays limited to the sources actually connected and the pages each one covers. For the full picture of features: feature page.