cyberneticlibrary

Optimize content for specific AI platforms

geo-platform-optimizerskillsetup L27,300
zubair-trabzada/geo-seo-claude

Causal-lift measurements

ai-content-optimization+4pp vs no-skill baselinewith-skill 44% · 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 specific AI platform source selection

Best for

When you need to understand why one AI platform cites you and another doesn't, and how to fix platform-specific gaps.

Inputs
  • · domain URL
  • · target platform (Google AIO/ChatGPT/Perplexity)
Outputs
  • · per-platform checklist with scores
  • · platform-specific recommendations
  • · gap analysis
Requires
  • · platform-specific ranking signals
Preconditions
  • · Known target platform
  • · Content accessible
Failure modes
  • · Only 11% of domains cited by both ChatGPT and Google AIO
  • · Assumes one-size-fits-all GEO approach
Trust signals
  • · Platform index differences documented
  • · 92% of AIO citations from top-10 organic results stat
  • · Per-platform scoring rubrics