What to ask
Use-case, service-area, comparison, and “best option” prompts that reflect how nearby customers describe their need.
For local businesses
Measure the shortlist moments that can happen before a local search click.
Use a focused site, prompt set, and provider mix to see where your business is named, cited, or replaced.
What to verify
Business details, owned citations, local source domains, observed entity mentions, and differences between repeated provider answers.
What to improve
Fix the page, entity description, source, or technical issue that gives a buyer and an AI system clearer evidence.
Local discovery
Test the shortlist moments that matter near you.
Keep the first measurement narrow and practical: a few local buying questions, the providers that matter, and enough repeated samples to separate a pattern from variance.
Illustrative prompt set
Example local prompt set
Service need
Which local businesses are a good fit for this service and situation?
Area intent
What should someone nearby compare before choosing a provider?
Source proof
Which local pages or directories accompany the answer, and where is the business absent?
Keep the question stable, repeat the observation, then attach the answer and source trail to the next review.