Use evidence, not optimism
Apply the checklist to a defined sample of products. A checked item means you have evidence for that scope, not that every product in the business meets the requirement. The completion count is simply a count of your selections; it is not an audited readiness score or a prediction of AI visibility.
Make the result actionable
Assign an owner, evidence link and verification date to each open item. Begin with discrepancies that can prevent a correct purchase: wrong variant, conflicting specifications, stale availability or unclear commercial terms. Then address the explanatory content and measurement gaps.
Selections stay in the current browser page and are not submitted to me. Reloading resets them. The downloaded plan is a local text file that you can edit and share with your team.
Original documentation and published evidence. The working approach and priorities on this page are editorial recommendations, not platform guarantees. Reviewed 7 November 2026.
Google Search Central · Product structured data↗OpenAI · Product feed specification↗