🤖 AI Visibility Analysis
Simulate how LLMs ingest your content — reveal visibility gaps and blind spots.
📖 What can this tool do?
AI doesn’t read your page like a human — it strips the HTML, tokenizes the text, discards the noise, and chunks what’s left into retrievable segments. This tool walks you through every step: fetch, measure token signal-to-noise ratio, simulate RAG chunking, and show how much AI can actually work with.
See Make AI Speak for You: The Definitive Guide to GEO, Ch. 2.2 & Ch. 3.4
❓ FAQ: GEO Impact
What is token signal-to-noise ratio (SNR)?
The share of tokens carrying actual content vs. total raw HTML tokens. An SNR of 35% means 65% of your page tokens are noise AI discards.
What’s a good SNR?
Above 50% is solid. 30-50% needs work. Below 30% signals a structure actively hurting AI visibility.
How do I improve it?
Simplify HTML, remove inline styles, cut redundant scripts. Wrap core content in semantic tags like article or main.
Why does chunk count matter?
AI retrieves individual chunks, not whole pages. Too many tiny chunks fragment your message; too few dilute relevance.
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