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AI visibility

How to find prompts where you are invisible in AI

ai-prompt-coverage-gaps a saved expert workflow your assistant follows, in Claude, ChatGPT or Cursor

Find the prompts where you under-appear in AI answers, see who IS cited there and which of their URLs do the work, a content-angle brief per gap, grounded in observed citation patterns.

Try it

where are we invisible

Private beta Part of the quattr-ai-search plugin, rolling out org by org. Request access ↗

Say any of these

  • prompt coverage gaps
  • prompts we're missing from
  • what is [competitor] cited for that we're not
  • where do we not show up in AI answers
  • AI content gaps
  • which prompts should we go after

You never name the skill or a tool, the assistant routes on what you asked. These are the phrasings it recognises for this one.

And when it stays out of the way

Not for the full audit (aeo-audit), for watching OUR cited pages (ai-citation-monitoring), or for Google keyword gaps (keyword-gap-audit).

Use it instead of aeo-audit when gaps are the whole ask; use keyword-gap-audit instead when the surface is Google rankings, not AI answers.

What it runs

  • ai_prompt_coverage_gap
  • ai_citation_attribution
  • ai_page_citations

3 governed analyses, composed and scoped for you. Named here for transparency, not because you have to ask for them.

The numbers behind it

Metrics it reads, each defined in the reference

Citation category mixCitations per cited pageCitations per promptCited pages per promptNot-ranked keywordsPer-prompt citation sharePer-prompt mention sharePrompt share-of-voice percentagePrompt share-of-voice score

Reports these numbers feed

AI bot activity reportAI referral traffic reportAI visibility reportCompetitor search reportSearch opportunity report

What it refuses to do

  • Angles come from observed citation patterns; this skill never invents "what AI wants", heading-question match and passage-level answers are the evidence-backed on-page factors.
  • A gap where every winner is third-party content is labeled earned-media, not a content brief.

What the answer looks like

Skill: Prompts where you never appear. Simulated · illustrative

Which prompts should we go after?

Analysis plan, every step, resolved for you

  • Routed to the governed workflowai-prompt-coverage-gaps
  • Scope resolved before filteringsegment: AI Tracker · Jul 1 to Jul 31, 2026
  • 3 analyses queued in parallelai_prompt_coverage_gap · ai_citation_attribution · ai_page_citations
  • Honesty gates armedscope echo · freshness

61 tracked prompts cite rivals but never you, 18 are getting-started asks your docs already half-answer.

Coverage gaps
61 prompts zero acme.example citations while a competitor is cited
Biggest gap theme
Getting started 18 prompts, northfield.example cited in 15 of them
What their cited URLs do
answer in the H1 How-to guides that mirror the prompt and lead with the answer

Jul 1 to Jul 31, 2026segment: AI Tracker

⚠ Observationalas of Aug 1, 2026 (AI visibility loads daily)IllustrativeOpen in Quattr ↗

One brief per gap: mirror the prompt in the heading, put the liftable answer in the first 120 words.

A simulated conversation on fictional data. Scope, freshness and the ⚠ Observational marker are attached by the same director that renders every demo here, not written by hand.

See this Skill inside a real analysis

All runs →

A recorded run where this Skill does the work, the prompts as typed, and the decision that came back.

Want this Skill running on your own accounts? Every Quattr customer works with an AI Search Strategist who sets it up with you.

Consult an expert