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12 prompts ranked by prompt volatility index.
Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor? is out in front at 150 index_points.
12 promptschecked Sep 8, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
Answer for the owner of a marketing agency selecting software to manage reporting and optimization for multiple client brands. How should a marketing team evaluate sampling, repeatability, citations, and data quality in an AI visibility vendor?
150 index_pointsprompt volatility index
consensus absolute change: 0 on 8 of 12 rows · winner changed: 1 on 7 of 12 rows · 2 checks behind each row.
Ranks reviewed prompts by changed leaders and absolute movement between comparable cross-day snapshots.
100% confidence · 100% component coverage · as of Sep 8, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt consensus absolute change | 0 | 0% | — |
| public prompt disagreement absolute change | 0 | 0% | — |
| public prompt volatility index | 0 | 100% | 0 |
| public prompt winner changed | 0 | 0% | — |
{"promptSlug":"enterprise-aeo-governance","currentSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76","previousSnapshotId":"06f49d71-8cd6-4775-80b9-3d4903f97fc4"}{"promptSlug":"enterprise-aeo-governance","currentSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76","previousSnapshotId":"06f49d71-8cd6-4775-80b9-3d4903f97fc4"}{"promptSlug":"enterprise-aeo-governance","currentSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76","previousSnapshotId":"06f49d71-8cd6-4775-80b9-3d4903f97fc4"}{"promptSlug":"enterprise-aeo-governance","currentSnapshotId":"7fed958e-2ed2-49ab-9821-df2b59028d76","previousSnapshotId":"06f49d71-8cd6-4775-80b9-3d4903f97fc4"}