Free Snapshot
See one useful result before buying anything
The public Snapshot is intentionally narrow: one website, a few named buyer questions, two provider surfaces, and a clear explanation of what was not measured.
problem · evidence first
Find the buyer questions where AI search leaves you out
Check AI visibility with named buyer questions, observed competitors, citations, and honest limitations.
Question this page answers: What does ChatGPT or Google AI Mode return when a buyer is choosing?
Named buyer questionsObserved competitorsCoverage shown
What this page can prove
A time-bound sample with engines, locale, repetitions, and source URLs.
Observed evidence stays separate from recommendations.
What it cannot prove
No audit can guarantee a future AI recommendation, citation, ranking, lead, or revenue result.
AI answers vary by provider, time, locale, and repetition.
Paid Fix Sprint
Buy the work only when the evidence justifies it
The paid scope expands the evidence set and bundles execution. It is a bounded service, not a daily visibility dashboard.
Example: anonymized auditIllustrative data
Buyer prompt
“best payroll software for a 20-person company”
| Brands named | Your business |
|---|---|
GustoRippling | Not mentioned |
This observed AI answer named Gusto and Rippling, but did not mention your business.
Sources cited
g2.com · nerdwallet.com
Observed coverage
ChatGPT + Google AI Mode · US English
Optional next step
Turn the observed gap into a Fix Sprint
The US$249 Fix Sprint expands the question set, maps source gaps, prepares up to three evidence-backed fixes, and deploys only after your approval.
One-time
$249
- Full paid evidence set
- Exact before / after review
- Rollback and remeasurement