Product data lunao looks for
During setup, lunao looks for compact public product data so the agent can answer product questions and recommend only products found in the customer catalog.
- Product title
- Product URL
- Short description or summary
- Thumbnail image
- Category or collection
- Source page
Discovery paths
Discovery can use public sitemaps, product pages, category pages, JSON-LD Product data, OpenGraph metadata, Shopify public catalog endpoints, WooCommerce public signals, and visible product cards.
Recommendation boundary
The agent should only recommend products or services present in the scanned or approved catalog. If the catalog is thin, the agent can ask clarifying questions or hand off rather than invent unavailable products.
Important caveat: Public product discovery is not a private Shopify or WooCommerce integration.