Product Narrative
Frequently Asked Questions
Direct answers about what we measure, how to interpret scores, and how teams should use the audit.
What does Generative Metrics do?
Generative Metrics audits your website across seven AI-readiness dimensions and provides prioritized remediation guidance.
Do higher scores guarantee citations or rankings?
No. External outcomes depend on many factors outside your direct control. The audit focuses on what you can improve on-page.
Why can scores change between rescans?
Scores can change when content, schema, rendering behavior, or timestamp signals change between scan runs.
If content is unchanged, should scores stay stable?
Typically yes. Same-content rescans are designed to be more stable and reproducible, while still reflecting measurable deltas.
How should teams use this in practice?
Run a baseline scan, implement high-priority recommendations, then rescan and track trend movement over time.
How is this different from visibility monitoring tools?
Monitoring tools track movement. Generative Metrics diagnoses technical and structural causes and gives a remediation plan.