Google's guidance for AI features says the usual search fundamentals remain relevant and does not require special AI files or schema to appear in those features. That guidance concerns Google; it should not be stated as a universal description of ChatGPT, Claude, Perplexity or every browsing agent.
Start with information a buyer can use
Our recommendation is to make the firm's services, audience, contact details and next step clear in ordinary text. Keep factual descriptions consistent and support substantive claims with identifiable sources. Retain useful context around a statistic rather than publishing a number detached from its date and sample.
Distinguish accessibility from selection
A page being readable does not establish that an engine will find, cite or recommend it for a particular question. Do not promise that a Markdown feed, a new protocol or a recent review will produce a recommendation. Different products use different retrieval and browsing capabilities.
Test the surfaces that matter
Choose a small, repeatable set of buyer questions. Record the engine, date, mode, answer, mentioned providers and cited pages. Keep branded and unbranded questions separate. Repeat the same questions over time and inspect the actual citation before calling it a recommendation.
Connect visibility to inquiries
Where measurement is available, compare cited-page visits, qualified inquiries and subsequent consultations. Treat a mention as a visibility observation, not a signed client. Use authentic, accurate reviews and useful content; do not manufacture reviews or promise a universal weighting for recency.
Improve from evidence
When a question reveals missing information, add a clear answer that reflects the firm's real services and evidence. Recheck crawlability and internal links. Then observe whether results change. This is a proposed measurement process, not a guarantee of indexing, ranking or citation.
Editorial correction: unsupported or unavailable-source claims were revised. Original publication date retained; this correction does not certify every other article in the archive.