Relevant product and seller changes are queued for the Lighting Assistant’s catalogue indexes, so updates may not appear in discovery results instantly.

When a product card is actually shown, the system re-checks important live Marketplace information such as current price, stock and seller eligibility. Keep the Marketplace listing itself accurate rather than relying on an older AI response.