§04.01Near-me
“Best [type of business] near me.”
The dominant shape. AI returns three named local businesses, often with one-line summaries. Your GBP, recent reviews, neighborhood pages, and Reddit mentions all feed into whether you’re named.
GBP + neighborhood pages + Reddit
§04.02Constraint
“[Type of business] in [zip] that takes [insurance / has weekend hours / fits constraint].”
Constraint-stacked prompts. The single highest-conversion shape because the buyer has narrowed the field. AI lifts directly from your GBP attributes, FAQs, and structured content. Most local sites have none of this.
GBP attributes + FAQ pages
§04.03Honest review
“Is [local business] any good? Honest reviews.”
Trust-check prompt. AI reads Google reviews, Yelp, neighborhood subreddits, and Nextdoor. Response style and sentiment recency both matter. Bad-review handling is what gets noticed here, not just rating average.
Reviews + Reddit + Nextdoor
§04.04Local competitor
“[Business A] vs [Business B] in [city].”
Comparison prompt. AI cites neighborhood threads, Google reviews of both, and any side-by-side content that exists. Most local businesses ignore this and lose a comparison they could have shaped.
Reviews + neighborhood threads
§04.05Open now
“[Type of business] open now in [neighborhood].”
Conversion-now prompt. AI checks GBP hours, holiday hours, special hours. If your hours are wrong, the AI surfaces a competitor who set theirs correctly. Tiny GBP detail, large business cost.
GBP hours + special-hours setup