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Install it from the Shopify App Store listing. It runs inside your Shopify admin — no code or developer required. After install, run a catalog scan to score your products.

No. Every Fix Pack is a draft until you review the before/after diff and approve it. The fields you approve are written as structured metafields in a dedicated answershelf namespace. The same approval can update primary-image alt text and, when description publishing is enabled, a clearly-marked, reversible facts block. Your theme and page layout are never modified.

AnswerShelf is billed through Shopify App Pricing, so charges appear on your regular Shopify invoice. You can view or cancel your plan any time from Settings → Apps and sales channels in your Shopify admin. Publishing to your store requires an active subscription.

When you uninstall, we delete your store’s session, entitlement, usage, score-run, llms.txt, and product-drift records. AnswerShelf does not access, request, or store customer personal data. See our Privacy Policy for full details.

One score run covers up to 100 products on Starter, 500 on Growth, or 1,000 on Scale. The score and visibility bands describe the products in that run; they are not an uncapped whole-catalog score or a guarantee of placement in an AI result.

Simulated buyer questions — up to eight per product — run against your product data and graded pass, partial, or fail, showing the evidence found and missing. They let you verify a fix worked before and after publishing.

Yes. Choose a higher plan from the pricing screen in the app or the App Store listing. Usage limits reset at the start of each calendar month. Email us if you need a custom volume.