How to Audit Your AI Visibility

A defensible AI visibility audit uses 7 metrics, a published methodology, and at least 30 days of daily data. This framework is the one Astiva ships to customers.

The 7 AISO metrics

  1. Visibility % — mention rate across tracked prompts
  2. Share of Voice — brand mentions vs. competitor mentions
  3. Average Position — ordinal position within responses
  4. Sentiment — polarity of each mention
  5. First Mention Rate — share of responses where brand is named first
  6. Mention Frequency — mentions per response when present
  7. Sentiment Volatility — week-over-week variance in sentiment

See the full methodology with formulas and reporting windows.

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