B2B product AI answer audit
Use this audit to identify whether a B2B product page gives enough source evidence for repeatable AI answer testing.
B2B buyer evidence
- Name the buyer role, company type, workflow, product category, implementation needs, and decision criteria.
- Add proof that explains use cases and implementation context without promising financial outcomes.
- Make the call to action consistent with the buying stage: demo, trial, checkout, or contact.
Audit steps
- Write prompts for category discovery, comparison, objections, pricing, and implementation fit.
- Score each prompt for source-page support, missing facts, and invented details.
- Prioritize fixes that help both buyers and AI answer tools understand the product.
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