Loading…
What buyers hear when they ask AI about your business.What buyers hear when they ask AI about your business.Loading…
Coastline Metrics is a Sarasota, Florida–based AI consulting and AI visibility agency serving Sarasota and Manatee counties. We measure and improve how ChatGPT, Claude, and Gemini describe premium service businesses — baseline what they say today, ship 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.
The same prompt context on every run. No vanity scores. Every run on the record.
We ask ChatGPT, Claude, and Gemini the questions your buyers actually ask. We save what they return — model, prompt, date, verbatim text — so the record is unambiguous and can be revisited.
A short list of concrete changes, prioritized by impact and tied to specific prompt evidence. Website signals. Profile clean-up. Citation gaps. We do the work or we hand it back to your team with what to do, in what order.
We re-run the exact same prompt pack against the same models. The change is comparable because the question didn't move. No vanity scores. Just the same prompt, asked again, with the result on the record.
We work with practices whose buyers research before they contact — and increasingly, they research by asking an AI assistant first. The seven categories below are where we've concentrated. If you're close enough, ask.
Headquartered on Florida's Gulf Coast. Available to clients across the United States.
Sarasota & Bradenton service area →“Your next buyer will ask AI about you before she calls. What it says will decide whether she calls at all.”
AI assistants now mediate a growing share of high-consideration buying. They summarize. They compare. They miss things. For a premium practice, an inaccurate or absent AI answer is a referral that never happens. We make sure the answer is accurate, complete, and on the record.
A single excerpt from a baseline run. Every claim ties back to a stored prompt, model, and date.
“Who are the most-recommended concierge MDs in Sarasota for executives over 50?”
Two competitors named. Your practice listed only as “also serves the area.” No mention of the membership model. No mention of executive physicals.
Three changes: practice description rewritten with the named services AI assistants recognize, two third-party profiles corrected, one citation added to the practice site so AI crawlers can find the membership details.
Your practice named first. Membership model named. Executive physical service named. Same prompt, same model, two months later. On the record.
We start with a fifteen-minute call to understand your practice and your buyers, then run a baseline so we can talk about something real on the second call. If we can't help, we'll tell you.
Start a conversationOr write directly to Megan — megan@coastlinemetrics.com