How AI systems interpret your page
This diagnostic combines deterministic signals (schema, structure, indexability) with AI interpretation to explain how language models are likely understanding your content.
What this is: An educational analysis that explains patterns and identifies ambiguity.
What this is not: A ranking predictor, SEO guarantee, or black-box score.
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What We Analyze
Deterministic Signals (Layer 1)
- URL structure and page type
- Indexability (robots, canonical)
- Schema types present
- Content structure (headings, length)
- Internal link depth
- Entity references
- Page role alignment
AI Interpretation (Layer 2)
- How language models likely interpret the page
- Where ambiguity or missing context exists
- What is clearly understood
- What cannot be inferred without deeper access
Human Framing (Layer 3)
Results are presented with context about what the diagnostic can and cannot tell you, aligned with our positioning around LLM visibility.
What This Diagnostic Cannot Tell You
- Whether you will rank in Google search results
- Guaranteed citations in ChatGPT or Perplexity
- Exact visibility scores or ratings
- What Google's algorithm will do
- Generic "best practices" without context
This tool explains how AI systems interpret information, not what they will do with it. That distinction is what separates working strategies from marketing claims.