Baseline
We ask ChatGPT, Claude, and Gemini the questions your buyers actually ask. We save what they return — model, prompt, date, verbatim text.
Loading…
What buyers hear when they ask AI about your business.What buyers hear when they ask AI about your business.Loading…
What we do
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.
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.
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.
We ask ChatGPT, Claude, and Gemini the questions your buyers actually ask. We save what they return — model, prompt, date, verbatim text.
A short list of concrete changes, prioritized by impact and tied to specific prompt evidence: website signals, profiles, citations.
We re-run the exact same prompt pack against the same models so the change is comparable — not a vanity score.
Paid and organic search still matter. We focus on what AI tools retrieve and quote from the open web — often the same signals that improve conversion.
Some fixes move quickly: page clarity, service coverage, citation drift. Others take time. We label expectations and verify only when reruns are comparable.
No guarantees, no universal rankings story. We do not pretend a small prompt set is a statistically powered survey.
Baseline evidence, prioritized fixes, and a verify plan tied to a stable prompt pack and model context.