🧬 Token Density Analyzer
Analyze token efficiency — identify redundant tokens and improve AI indexing and recall.
📖 What can this tool do?
Every character on your page — including invisible HTML, CSS, and JavaScript — gets converted to tokens that eat into AI’s context window. This tool gives you a fast read on your page’s information purity: raw HTML tokens vs. clean-text tokens.
See Make AI Speak for You: The Definitive Guide to GEO, Ch. 2.2
❓ FAQ: GEO Impact
Why does token density matter for GEO?
AI’s context window is finite. Higher SNR means more of that window goes to your actual content, giving your page a competitive edge.
How is this different from the full AI Visibility Analysis?
This is the lightweight version — SNR only, no Lighthouse, no screenshots, done in 5-10 seconds. The full analysis takes 60-120 seconds.
What if my SNR is low?
Look for bloated inline CSS/JS, deeply nested div wrappers, and uncompressed third-party scripts. Isolating content inside an article tag helps.
English ▾
Chinese (Simplified)