Define the measurement decision

Choose the definition that matches the decision, then keep the denominator visible in every report.

Measurement method

StepAction
1Define the eligible answer set and missing-data rule
2List the brands and aliases included in the comparison
3Decide whether an answer contributes mentions, positions, or citation presence
4Calculate results by Prompt Group and platform before aggregating
5Review the answer text so a mention in a warning is not treated like a recommendation

Worked calculation or observation

For a 30-prompt comparison group, mention share and top-three recommendation share can tell different stories. Reporting both is clearer than collapsing them into a proprietary score.

Evidence, limits, and UnderAI's role in AI search share of voice

Keep these fields with the decision:

  • metric name
  • numerator
  • denominator
  • scope
  • platform
  • Prompt Group
  • success state
  • observation date
  • formula version

Prompt design and competitor selection strongly affect the result. Changing either breaks comparability with the previous series.

UnderAI provides Coverage, Visibility, TOP3, competitor observations, Sentiment, and snapshots; teams should name the exact metric instead of relabeling all of them as share of voice.

Sources and methodology