evaluation · evidence first

Monitoring tells you what moved; a Fix Sprint helps you act safely

Understand the difference between monitoring AI visibility and buying a bounded, approval-led website fix.

Question this page answers: Do you need recurring visibility data or one evidence-backed improvement?

Named buyer questionsObserved competitorsCoverage shown

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Free Snapshot · no account required

We read the public homepage and test up to three buyer-intent prompts.

What this page can prove

A factual comparison that names Roidio’s narrower monitoring scope.

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.

Monitoring platforms

Choose monitoring when you need recurring breadth

Monitoring products are built for prompt libraries, visibility trends, competitor comparisons, citations, and ongoing reporting across broader coverage.

Roidio Fix Sprint

Choose execution when one verified improvement matters now

Roidio is narrower: a bounded two-engine sample, one website, up to three approved fixes, WordPress deployment, rollback, and comparable remeasurement.

Example: anonymized auditIllustrative data

Buyer prompt

best payroll software for a 20-person company
Brands namedYour 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
Start with the free Snapshot