AI assistants that browse the live web can read the review content, star ratings and recurring themes that appear on public pages — your public profile, your own site, and the third-party roundups that mention you — and they tend to weigh volume, recency and the sentiment of what reviewers actually wrote rather than the star number alone. What they cannot see is anything private: a dashboard, unpublished replies, or signals that never render on a page a crawler can fetch. So the reviews that influence an AI answer are the ones readable in plain text and tied, by a consistent business name and location, to the entity the assistant already associates with you. The durable play is steady, genuine reviews that name the specific service and city in reviewers own words, public responses that restate the facts plainly, and identical name, address and phone everywhere so the assistant pools the reviews behind one business instead of splitting them across near-duplicates. Stars help; corroborated, readable, on-topic reviews help more.
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