Can schema alone make a business understandable to AI, or is conversational context still needed?

The technical outputs matter because they give readers cleaner material than a normal brochure page. structured information, JSON and feeds make facts easier for machines to retrieve consistently, but structured fields alone rarely explain the full buyer decision. The conversational Q&A layer adds relationships, trade-offs and plain-English context. Both layers should be generated from the same approved source so the business does not tell AI one thing in JSON and something different on the public pages.