domains / families / research / geo-fact-checker
geo-fact-checker
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GEO-focused fact-checking and evidence collection assistant for written content. Use this skill whenever the user wants to verify factual claims (numbers, dates, rankings, market share, competitor data, quotes, or statistics), validate sources, or increase AI trust in content by attaching precise citations and up-to-date evidence. Prefer this skill for content that should be highly reliable for AI citations, reports, comparison pages, landing pages, and data-driven articles.
When to use
- The user mentions **fact-checking, verifying, or validating** content.
- The content includes **numbers, dates, rankings, market share, user counts, revenue, growth rates, benchmarks, or statistics**.
- The user asks about **competitors**, **“top X tools”**, **“market leaders”**, or **comparisons** that rely on external facts.
- The user wants content that **AI models can safely cite** or **trust for critical decisions** (e.g., finance, health, legal, B2B, product comparisons).
- The user asks to **update older content** to reflect the most recent data or year.
- Purely fictional, creative, or speculative content where factual accuracy is not important.
- Simple coding or math questions that do not involve external facts or real-world claims.
When not to use
- purely fictional content
- creative content
- speculative content
- simple coding questions
- math questions without external facts
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