cyberneticlibrary

Optimize for AI Overviews and GEO placement

seo-geoskillsetup L1128
AgriciDaniel/codex-seo

Causal-lift measurements

ai-content-optimization+12pp vs no-skill baselinewith-skill 52% · baseline 40%

Measured by running the task with and without this artifact, K=5, graded by deterministic checks — no LLM judging.

What it does

Optimize content for AI Overviews and GEO placement in ChatGPT/Perplexity/Google AI

Best for

Content strategy wanting 50%+ AI Overview/GEO coverage when brand presence on YouTube/Reddit/Wikipedia is high.

Inputs
  • · Web page content
  • · Existing rankings
  • · Brand mention audit (YouTube, Reddit, Wikipedia)
Outputs
  • · GEO optimization score
  • · Citability recommendations
  • · Brand mention growth strategy
Requires
  • · None (pure content analysis)
Preconditions
  • · Content published
  • · Ability to modify page structure
Failure modes
  • · Vague statements not citeable (AI prefers 134-167 word passages)
  • · Low brand mention authority limits AI citations
  • · Backlinks weak signal (0.266 correlation vs 0.737 for YouTube mentions)
Trust signals
  • · Brand mention correlation study (75,000 brands, Ahrefs Dec 2025)
  • · YouTube mentions 3x stronger than backlinks for AI citations
  • · Optimal passage length (134-167 words for citation)
  • · Multi-modal content 156% higher selection rate
  • · AI cited by both ChatGPT and Google AI Overviews in only 11% of cases