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Shonin
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AI Visibility Audit

What ChatGPT, Claude and Gemini say about your business today, and the fixes that change the answer.

The split

LLM writes
Writes the fixes and new page copy
System One decides
Scores accuracy, sentiment and recommended-or-not for every answer
Code executes
Asks on schedule, stores answers, diffs month over month

Engine

Agents ask each assistant 25 buyer-style questions; the brain scores every answer for accuracy, sentiment and whether you were recommended; an LLM writes the fixes.

Rulebook

What correct means here, and the mistakes we've already caught. It grows one job at a time.

  1. R01Every finding shows the exact question, the assistant, the date and the answer it gave.
  2. R02Accuracy is judged against the business's own published facts, not guesses.
  3. R03Fixes are things the owner controls: website copy, llms.txt, structured data, listings, reviews.
  4. R04The same 25 questions are re-run monthly, so progress is measured, not claimed.

Intake

  • Business name and website
  • Five competitors
  • Top products or services
  • Cities you serve
UNIT
One audit: 25 buyer questions across 4 assistants
REVIEW LAYER
A person checks every answer flagged as inaccurate before it goes in the report.
DELIVERY
A report page with every answer quoted, a ranked fix list, and optional monthly tracking.
TURNAROUND
48 hours

How we find buyers

  • Run it free on a prospect and send the screenshot: here is what ChatGPT says about you today
  • Bundle with the Agent-Ready Website
  • Business owner groups, chambers and markets

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