Optimize content to be cited by AI systems
geo-content-optimizerskillsetup L2★16
buda-ai/bunny-agent ↗Causal-lift measurements
ai-content-optimization+20pp vs no-skill baselinewith-skill 60% · 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 to be cited by AI systems (GEO — Generative Engine Optimization)
Best for
When you want existing content to be quoted by AI-generated responses (vs. just ranking in Google search).
Inputs
- · Existing content or URL
- · Target keywords and search intent
Outputs
- · GEO audit report with strengths/weaknesses
- · Optimization recommendations for AI citability
- · GEO score (0-40)
Preconditions
- · Content exists or is drafted
- · AI citability goals are defined
Failure modes
- · Treats GEO as SEO with different keywords
- · Over-optimizes for AI at the cost of human readability
- · Misses that AI systems are not transparent about citation criteria
Trust signals
- · Authority signals for AI systems
- · Definition optimization template and checklist
- · Quote-creation methods
- · Factual enhancement practices
- · GEO scoring rubric across 8 dimensions