geo-optimizer git:20260814.8d9d54bA

Immutable. This exact content is served forever at /api/v1/blob/6996ccd2860159f2.

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