AI Subtext

How AI interprets your brand

DOES AI DESCRIBE YOUR BRAND AS

See your brand through AI’s eyes.
Free
  • High-level AI Subtext snapshot
  • Initial strengths and interpretation gaps
  • How AI currently understands your site, and how your brand is reconstructed
  • Delivered as a snapshot measurement, not monitoring or alerts

You're not optimizing for AI, yet.

AI is already judging you. Large language models interpret, compress, and reconstruct your brand into answers, summaries, and recommendations, often without your knowledge or control. AI Subtext makes that invisible layer visible.

This is not SEO.

This is AI perception. If AI cannot clearly understand you, it cannot confidently recommend you.

How AI "sees" a website
AI Subtext analyzes four core layers of AI perception. Each layer contributes to a single, interpretable snapshot that reflects how AI is likely to understand and represent your website today.
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Structural Legibility

Can AI reliably parse, navigate, and segment your site?

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Semantic Clarity

Does AI understand your offering, or fill in the gaps with assumptions?

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Authority Recognition

Does AI treat your content as reference-worthy, or disposable?

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Representation Risk

How likely AI is to misstate, oversimplify, or exclude your brand when generating answers.