What buyers hear when they ask AI about your business.Loading…
Examples
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.
Walkthrough
The artifact you can hand to your team: what the AI said, what to change, and how we verify with the same prompt asked again.
Illustrative example only. Exact outputs vary by provider and model; changes are comparable only when prompt, model, and date match.
View as
Visual style only · same storyBaseline
Buyer asks a high-consideration question
Prompt
Who are the most-recommended concierge MDs in Sarasota for executives over 50?
Answer
1) Competitor A — executive health and concierge care
2) Competitor B — same-day appointments
Your practice mentioned only in passing.
On the record
Fix
Concrete fixes you can ship this month
Make services quotable
Tighten key pages so retrieval associates your practice with the services buyers ask about.
Align profiles and citations
Same name, address, phone, and categories everywhere AI crawlers look.
Add structured signals
Structured data where appropriate so entities and services are unambiguous.
Verify
Same prompt, asked again
Prompt
Who are the most-recommended concierge MDs in Sarasota for executives over 50?
Answer
1) Your practice — membership concierge MD, executive physicals
2) Competitor A — executive health programs
Same prompt. Two months later. On the record.
On the record
Want a version for your specialty? We can run a sample pack and show the evidence format.
Get a sampleA baseline read with stored prompts and verbatim snippets, a short prioritized fix list tied to those gaps, and a comparable verify rerun when inputs match — the same loop on how we work month to month.
We can walk a sample pack for your category — still bounded by the same truth rules: model- and prompt-specific, comparable only when inputs match.
Composite-style stories for training — not guarantees about any single business or model.
Illustrative
Illustrative
These examples are not promises. AI answers vary by provider, model, prompt, and retrieval context. We treat changes as comparable only when those inputs match.