An assistant can only repeat what it can find, and it finds a business in more places than its website: Google, directories, reviews, registries, social profiles and other sites that mention it. When those places disagree, or leave a question unanswered, the answer a customer gets is a guess. The research above points at four things a business controls: whether its information is complete, consistent across every place it appears, current, and clear about what it does, where and for whom.
None of this needs a special AI format. Google’s guidance is that AI Overviews and AI Mode rest on the same foundations as search: pages that can be crawled and indexed, useful text, and structured data that matches what the page says. There are no additional requirements and no special schema for appearing in them. Microsoft’s guide for retailers, From discovery to influence, makes the same point from another side: keep the same values in every feed, in the page’s structured data and on the page people see, and keep the live site working, because an assistant that sends a customer to a broken page loses the sale however well it understood the business.
That is the work Lehvel does: one record of the business, published everywhere it needs to appear, checked against what search engines and AI assistants actually say, and repaired at the source when they disagree. How the record works
- Today
- Websites, search presence, AI visibility work, AI Agents for defined business functions, and Observatory checks of what AI assistants say, all from one business record.
- Emerging
- AI assistants and AI browsers that research on a customer's behalf. Lehvel observes what they say and repairs the facts they read. It does not control their answers.
- Future
- Software agents that take actions for customers. Lehvel is building toward businesses those agents can reliably identify, understand and contact. That is direction, not a shipped capability.