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The neutral index of AI-visibility & GEO tools

Citation probe · question panel

Panel v1

The frozen category-question panel recorded for Cited·Index on 2026-08-26. A historical reference for editions that cite it, not a statement that collection is active.

Pinned 2026-08-26

Scope clarification, 5 September 2026. The panel data is unchanged. Earlier copy said every question was asked to every engine on every pass; the collector can select different tiers and API configurations, and requests can fail or be left unasked. Recurring collection is not active. See the current protocol for on-demand sampling and its limits.

Why the panel is frozen

Holding a category panel still helps distinguish changes in the question set from changes in returned answers. It does not control model versions, retrieval behaviour or collection coverage, and does not by itself make two observations comparable.

The generator reuses this pin when including the category tier. A deliberate re-pin selects a new panel version; it does not revise the historical questions below. Other tiers use different questions, and a saved result is not proof that the whole category panel was collected.

API configurations recorded for this panel

These are the requested API model aliases associated with this panel version, not immutable native model revisions or a record of consumer-app sessions. An edition's observed rows determine which configurations were actually sampled. Matching an alias cannot guarantee an exact replay, and this panel establishes no controlled locale or proof of web-search execution.

API route labelRequested model alias
ChatGPTgpt-4o-mini
Claudeclaude-haiku-4-5
Perplexitysonar
Geminigemini-2.5-flash

How the category is bounded

Questions were selected from external search-demand data, not from our own pages. Two rules filtered eligible terms: a keyword had to match the in-category vocabulary and not match a known other-industry term.

These vocabularies are editorial choices. They can omit relevant terms or admit ambiguous ones; the resulting panel is not a representative sample of every buyer question or market.

In category

aillmgenaigenerativeanswer engineaeogeochatgptperplexitygeminiclaudecopilotai overview(s)sge

Excluded as another industry

real estaterealtorinsurancetravelrecruit

The 25 questions

In the frozen panel order, not a log of completed requests. Use each dated edition's data notes for the questions and API configurations observed and any known omissions.

  1. ai rank4,400/mo when pinned
  2. ai search visibility tool1,000/mo when pinned
  3. ai visibility720/mo when pinned
  4. ai brand visibility tools590/mo when pinned
  5. ai search visibility480/mo when pinned
  6. leading software for ai visibility and generative engine optimization320/mo when pinned
  7. semrush ai search visibility checker260/mo when pinned
  8. how to rank in ai overview260/mo when pinned
  9. ai visibility checker260/mo when pinned
  10. ai visibility check260/mo when pinned
  11. what's the best ai optimization tool for visibility210/mo when pinned
  12. ai brand visibility210/mo when pinned
  13. ai content optimization210/mo when pinned
  14. best llm optimization tools for ai visibility170/mo when pinned
  15. which platform excels in ai visibility metrics170/mo when pinned
  16. best ai visibility platforms with seo capabilities170/mo when pinned
  17. seo ai google website rank checker170/mo when pinned
  18. ai visibility score170/mo when pinned
  19. brand rank ai170/mo when pinned
  20. peec ai alternatives170/mo when pinned
  21. which ai optimization software improves visibility the most140/mo when pinned
  22. how to rank in google's ai overviews140/mo when pinned
  23. ai content optimization tools140/mo when pinned
  24. ai visibility optimization140/mo when pinned
  25. ai visibility solutions with best generative engine optimization110/mo when pinned

The monthly volumes are recorded as of the pin date and are not refreshed. They explain why a question is in the panel; they are not a live figure and should not be quoted as one.

Change history

This is the first version of the panel. No changes are recorded.

How the collector currently works, what an annotation means, and the limits of the records:the citation protocol.