structured data

NLWeb makes conversational website search practical to deploy. The real question is whether your content, users and team are ready to support it.

AI-assisted shopping puts more pressure on ecommerce catalog data, feeds, schema, prices, availability, and return-policy governance.

AI shopping depends on clean product data. Here is how ecommerce teams should govern prices, variants, returns, shipping, and AI-generated titles.