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 o...
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---
name: geo-optimizer
argument-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`](../../seo/geo-optimizer/WORKFLOW.md) completely, then follow it as the active workflow. Resolve every relative reference from that file against `../../seo/geo-optimizer/`.
