A 4-page toolkit to test how AI agents read, understand, and represent your product.
What's Inside
The exact prompts to paste into ChatGPT or Claude with your product URL. Run in fresh chats to simulate real agent visits.
Score your product across four layers (structure, content, interaction, editorial) to see where agents lose visibility.
Check for three failure modes: competitor blending, narrative recycling, and confident fabrication.
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