What buyers hear when they ask AI about your business.Loading…
Engagement
Coastline Metrics is a Sarasota–Bradenton-based agency that measures and improves how AI assistants — ChatGPT, Claude, and Gemini — describe premium service businesses. We baseline what they say today, recommend concrete fixes, and verify the change held with a comparable rerun.
Common questions
Isn't this just SEO?
It overlaps in tactics—schema, listings, content. We prioritize fixes from which AI answers fail for your buyers, then verify movement with the same prompts next month.
Can't my marketer just ask ChatGPT?
They can screenshot one answer. We run a comparable monthly read with stored prompts, provider, model, and date—and turn gaps into a short fix list your team can execute.
How do I know this isn't made up?
We show exactly what ran: prompts, model, date, and verbatim snippets. Every claim ties to a stored run you can revisit.
What if the model changes?
We pin model and methodology per run. If something shifts, we flag it so month-to-month isn't compared apples-to-oranges.
Is this statistically rigorous?
It's low-n directional evidence—not a survey. Comparisons matter only when the same questions are asked again, with provenance on the record.
Coastline Metrics is a Sarasota–Bradenton-based agency that measures and improves how AI assistants describe premium service businesses. We baseline what they say today, fix what's wrong, and prove the change held with a comparable rerun. We serve medspa, concierge medical, dental, plastic surgery, boutique law and financial, and premium home-services brands across the United States.
We are headquartered in Sarasota and Bradenton, Florida — a deliberate anchor for local credibility and dense prompt families. We work with premium service brands across the United States when the fit is right.
Stable prompt pack captures what models say today — model, prompt, date, verbatim text on the record.
Concrete changes: site clarity, listings, citations, structured signals — prioritized from prompt evidence.
Comparable rerun with the same pack and models so the delta is interpretable.
Premium service brands where reputation is the asset — practices, firms, and studios whose buyers ask AI before they call.
No guarantees. AI answers are model- and prompt-specific. Comparisons matter only when the same questions are asked again.
Complements SEO and reputation work. We focus on what models retrieve and quote from the public web.
Category and buyers
A short call to understand your practice and the questions buyers ask AI.
Baseline on the record
We run a baseline so the second conversation is about something real.