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geo-optimizer

Generative Engine Optimization (GEO) — make content rank in AI search answers from ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews. Audits existing content, rewrites for AI citation, and produces per-engine strategy. Use when asked to "optimize for AI search", "rank in ChatGPT", "GEO audit", "improve AI citations", "rank in Perplexity", "AI Overview optimization", "AI Overview ranking", "LLM SEO", "answer engine optimization", "AEO", "get cited by AI", "GEO", "generative engine optimization", "show up in ChatGPT", "appear in AI answers", "be cited by Perplexity", "SGE optimization

Published by nowork-studio ↗nowork-studio/notfair-plugin

Try your first task

geo-optimizer

Start a fresh conversation. Replace the highlighted placeholders.

Use geo-optimizer to optimize [URL or file] for AI-search citation, producing a sourced rewrite, per-engine strategy, metadata, and JSON-LD; use only verifiable evidence and request sources if they are unavailable.

Required inputs

  • [URL or file]

User-approved starter prompt based on a pinned source version; check current skill requirements before running. Task evidence ↗

SKILL.md

name: geo-optimizerargument-hint: "<URL, file path, or topic to optimize for AI search>"description: >  Generative Engine Optimization (GEO) — make content rank in AI search  answers from ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews.  Audits existing content, rewrites for AI citation, and produces per-engine  strategy. Use when asked to "optimize for AI search", "rank in ChatGPT",  "GEO audit", "improve AI citations", "rank in Perplexity", "AI Overview  optimization", "AI Overview ranking", "LLM SEO", "answer engine  optimization", "AEO", "get cited by AI", "GEO", "generative engine  optimization", "show up in ChatGPT", "appear in AI answers", "be cited  by Perplexity", "SGE optimization", "Search Generative Experience", or  "make my content show up in AI answers". Distinct from regular SEO —  this targets generative engines, not traditional Google rankings.

Canonical NotFair workflow

Read ../../seo/geo-optimizer/WORKFLOW.md completely, then follow it as the active workflow. Resolve every relative reference from that file against ../../seo/geo-optimizer/.