The Lighting Assistant searches a dedicated discovery index built from eligible products on the Light Ideas Marketplace, then checks the final shortlist against current Marketplace information before showing product cards.
Matching can use product names, categories, structured attributes, variations, short descriptions, price, stock, seller information and delivery context. Technical requirements are not invented when the relevant catalogue information is missing.