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xuanranl/loamwright-seo-skill/ai-visibility-tracker
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PublishedSeptember 29, 2026 at 02:01 AM
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name: ai-visibility-tracker description: Active probe of ChatGPT/PPLX/Claude/Gemini to check if our article is cited. Compares to projects/{slug}/geo-baseline.json. Triggered by /ai-visibility command or daily/weekly schedule. allowed-tools: [Read, Write, Bash]

AI Visibility Tracker

Re-runs scripts.fetch.ai_search_probe periodically per article.

Workflow

bash
python -m scripts.fetch.ai_search_probe \
    --brand "{brand}" \
    --domain "{domain}" \
    --engines chatgpt,perplexity,claude,gemini \
    --queries "specific queries from this article's title + variants" \
    --json > projects/{slug}/probes/{engine}-{date}.json

Compare to baseline:

  • ai_resolution_status improvement / regression
  • Citation count change
  • Brand mention frequency change

Alert triggers

ConditionAction
Engine status: recognized → partial/unrecognizedWarning (P2)
All engines went partial/unrecognizedCritical (P1)
Brand mentioned but "confused" with anotherEmergency (P0)
Factual errors increasedHigh (P2)
New citation by engineInfo (P3, positive!)

Schedule

  • Tier 1 articles (revenue-critical): daily
  • Tier 2: weekly
  • Tier 3 (most): monthly
  • Brand-level probes: daily

See also

  • scripts/fetch/ai_search_probe.py
  • references/geo/geo-score-feedback-loop.md (T+14/45/90 windows)
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