AI Search Visibility Gap Scorer avatar

AI Search Visibility Gap Scorer

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Pay per usage

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AI Search Visibility Gap Scorer

AI Search Visibility Gap Scorer

Turn imported AI-search, SERP, and AI Overview visibility rows into deterministic visibility gap scores and next actions.

Pricing

Pay per usage

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0.0

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Developer

Wit Nomad

Wit Nomad

Maintained by Community

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2

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1

Monthly active users

2 days ago

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Ingest-first Apify Actor that turns imported AI-search/SERP/AIO visibility rows into deterministic visibility-gap scores and next actions.

It is for SEO/GEO agencies, content marketers, and SaaS growth teams that already collect rows from existing Apify SERP, Google AI Overview, AI brand monitor, spreadsheet, or manual audit workflows and need a client-ready prioritization layer.

What it does

  • Normalizes imported AI-search/SERP/AIO visibility rows.
  • Scores whether your brand is missing, mentioned without citations, covered by owned sources, or losing visibility to competitors.
  • Produces query-level visibilityGapScore, shareOfVoice, gapType, evidence snippets, citation opportunities, and next actions.
  • Runs without live AI/search calls, API keys, scraping, or proxies.

Input

Use items mode with rows from upstream tools. Common aliases are supported:

  • query, prompt, keyword, searchTerm, topic
  • engine, platform, provider, model, searchEngine
  • locale, country, language, market
  • answer, aiAnswer, overview, summary, snippet
  • citations, sources, references, links, organicResults
  • brandMentioned, mentions, mentionedBrands, entities
  • competitorMentions, competitors, competingBrands

Optional brandProfile fields include brandName, domains, competitors, ownedSources, and preferredCitations.

Output

Each dataset item represents a deduped query/engine/locale row with:

  • visibility and share-of-voice scores
  • brand and competitor evidence counts
  • gap classification
  • citation/source opportunities
  • content actions and report-ready notes
  • confidence, warnings, and missing evidence

Important limitations

This Actor analyzes imported rows only. It does not call ChatGPT. It does not call Claude. It does not call Gemini. It does not call Perplexity. It does not call Google, Bing, or any live AI/search service. It does not scrape Google. It does not scrape Bing. It does not scrape ChatGPT, Perplexity, or any other engine. It does not use proxies. It does not provide real-time monitoring unless you schedule upstream data collection separately. It does not guarantee AI citations. It does not guarantee rankings, traffic, revenue, or SEO outcomes.

Local verification

From the repository root, run the local quality gate for this Actor.