A practical signal for whether a product has enough buyer-facing information.
Shopify product knowledge app
AgentShelf helps merchants find and fix missing product information.
Product clarity for catalogs that need better fit, material, compatibility, care, warranty, trust, and before-you-buy guidance.
1. ScoreFind missing product details from real catalog data.
2. ReviewApprove source-backed buyer guidance before publishing.
3. PublishShow approved Buyer Q&A through app-owned Shopify content.
AgentShelf scans Shopify catalogs, scores product detail quality, generates buyer-ready product Q&A, and lets merchants review every answer before publishing it to app-owned metafields and storefront app blocks.
It is built for product pages that need clearer fit, material, compatibility, care, warranty, trust, and before-you-buy guidance without replacing Shopify Catalog or making ranking or conversion promises.
Drafts stay reviewable with claim status before publishing.
Approved content appears only through app-owned Shopify fields and extension blocks.
Core workflow
- Install through Shopify OAuth and approve a Shopify billing plan.
- Sync catalog data and identify product information gaps.
- Review source-backed Buyer Q&A drafts and claim warnings.
- Publish approved content through Shopify metafields and theme app blocks.
- Monitor changed products and keep setup/support status visible.