AI Bot Log Audit

Analyze server logs to understand how AI crawlers retrieve your content, then optimize placement and structure for maximum citation probability. Based on Metehan Yeşilyurt's log file analysis framework.

When to Use This Skill

Use this skill when you need to:

• Audit AI bot crawl patterns on your site (what they fetch, how often, what they skip)
• Diagnose citation gaps — your content exists but AI search doesn't cite it
• Optimize content placement for LLM retrieval mechanics (lost-in-the-middle, embedding similarity)
• Compare AI bot behavior across different products (Google, OpenAI, Anthropic, Perplexity)
• Build a GEO strategy grounded in actual crawl data, not assumptions
• Identify which pages AI bots prioritize and which they ignore