Notes from the field of local visibility.
What we learn running hundreds of Google Business Profiles through an API with real limits, and what LLMs actually say about local businesses. Practical, tested, no hype. New post roughly every two weeks.
Each one the result of a real problem in the workspace.
Profiles, reviews, AI visibility, agents, product.
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Why an unanswered 2★ review ends up in an AI answer
45% of consumers now ask ChatGPT or another AI tool for local recommendations, up from 6% a year earlier. Those tools read your reviews. When a…
Branded vs non-branded: the one impression number worth watching
Google's Performance API returns the search terms that led people to each profile, once a month. Split them into people who typed your name and people…
The posts that matter, nothing else.
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