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ai answer preview.

see what an llm can actually say about your product from your page alone

question

> worked example

A Shopify brand manager pastes the Allbirds Men's Tree Runners URL and asks 'What is this product?' The tool fetches the page HTML, strips scripts and style tags down to ~6,200 chars of visible text, and asks Claude Haiku to answer from that content only. The reply accurately describes the shoe from page copy. She then asks 'What's the return policy?' and gets 'Not clearly stated on the page', a clear signal the return policy link is not surfaced on the PDP.

takeaway, If Claude can't answer from your PDP, neither can ChatGPT or Perplexity, and customers asking AI assistants will get incomplete answers.

> when operators reach for this

  • Shopify operators checking whether their most important PDPs can answer the five most common pre-purchase questions an AI assistant would field.
  • SEO leads testing AEO content gaps, running the 'What's the return policy?' question across 20 PDPs to find which ones need a policy callout block.
  • CMOs preparing a brand-risk report on AI answer quality, the transcript gives a quick multi-question audit of any product URL.
  • Agencies demoing the value of AEO to a client by live-running their flagship product URL against six questions in under a minute.
  • Copywriters using the tool as a final QA gate, a PDP only ships when it can answer 'What is this product?' and 'What material is it?' correctly.

> the calculation

  • groundingclaude answers ONLY from page HTML content, no outside knowledge
  • char budget~8000 chars of visible text sent to the model per question

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