Invisible usually means ambiguous, not absent
An AI answer engine does not need to dislike your store for it to miss you. It may simply be unable to retrieve a stable page, identify the product facts, or connect your store to the question being asked. Start by looking for ambiguity: duplicate URLs, generic product names, contradictory availability, and missing policy information.
The 15-minute public audit
Pick one flagship product. Open its canonical URL, view the page source, and check the JSON-LD for name, price, availability, image, and brand. Then test the product URL, collection URL, and robots.txt without being logged in. Finally, search the storefront for the same words a shopper would use. You are looking for one clear, publicly retrievable trail from query to evidence.
Make the smallest useful repair
Fix the broken canonical, stale redirect, or missing product fact before redesigning your catalog. Add a short use-case explanation where it belongs, not a block of vague AI-focused copy. Repeat the same audit after the change. Small consistency repairs are easier to observe and less likely to create a new mismatch.
Monitor after every meaningful change
Theme updates, app installs, feed changes, and collection reorganizations can quietly alter the public signals that retrieval depends on. Keep a short change log and rerun the same checks. Visibility is an operating practice, not a launch-day setting.