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Loading the latest published snapshot and its supporting evidence.
12 prompts ranked by cross engine brand disagreement.
Assume the buyer is evaluating vendors for the Canadian market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants. is out in front at 88.9%.
12 promptschecked Jul 27, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
Assume the buyer is evaluating vendors for the Canadian market and answer within that explicit regional context. Recommend an affordable tool for a small marketing team to monitor brand mentions across AI assistants.
88.9%cross engine brand disagreement
leading brand consensus: 66.666667 on 8 of 12 rows · 3 checks behind each row · 100% confidence across rows.
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
100% confidence · 100% component coverage · as of Jul 27, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 4 | 0% | — |
| public prompt citation urls | 13 | 0% | — |
| public prompt distinct reviewed brands | 3 | 0% | — |
| public prompt engine disagreement | 88.888889 | 100% | 88.889 |
| public prompt leading brand consensus | 66.666667 | 0% | — |
| public prompt leading brand owned citation coverage | 0 | 0% | — |
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
no_prior_published_snapshot
No component moved since the prior snapshot.
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