cyberneticlibrary

Score content for AI extractability

geo-citabilityskillsetup L17,300
zubair-trabzada/geo-seo-claude

Causal-lift measurements

ai-content-optimization0pp vs no-skill baselinewith-skill 40% · baseline 40%

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

What it does

Score content passages for AI extractability and citability

Best for

When content exists but isn't getting cited by AI and you need to understand why and how to restructure passages for extractability.

Inputs
  • · content page or article body
Outputs
  • · citability score 0-100
  • · passage quality assessment
  • · per-section extractability score
Requires
  • · content analysis (no external APIs)
Preconditions
  • · Content page accessible
  • · Structured analysis of body text
Failure modes
  • · Doesn't validate 134-167 word passage length rule
  • · Misses importance of definition patterns
  • · Can't measure actual AI extraction behavior
Trust signals
  • · Princeton/Georgia Tech/IIT Delhi 2024 study: 30-115% citation lift with optimization
  • · Passage word-count ranges (134-167 optimal)
  • · Definition pattern examples