ai-visibility-tracker

# 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 | Condition | Action | |---|---| | Engine status: recognized → partial/unrecognized | Warning (P2) | | All engines went partial/unrecognized | Critical (P1) | | Brand mentioned but "confused" with another | Emergency (P0) | | Factual errors increased | High (P2) | | New citation by engine | Info (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)