Reviewed AEO and AI-search analytics vendors ranked by recommendation-prompt presence across three configured model APIs.
RANK.AI DATA / LATEST PUBLICATION
AI visibility platforms prompt brand leaders
12 prompts ranked by leading brand engine consensus.
Which software is best for comparing competitor share of voice across answer engines? is out in front at 66.7%.
12 promptschecked Aug 3, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
In front today
Which software is best for comparing competitor share of voice across answer engines?
66.7%leading brand engine consensus
- Ahead of second place
- 0%
- Held by the top three
- 30%
- Middle of the board
- 66.7%
- Below half the leader
- 3 of 12
Highest 66.7%Middle 66.7%
WHY THIS RANK / VERIFIED SNAPSHOT
Recommend an enterprise-grade answer-engine optimization platform with dashboards, alerts, and governance.
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
availablePermalink to this snapshot ↗
- Published rank
- #8
- Score
- 66.667 percent
- Sample size
- 3
100% confidence · 100% component coverage · as of Aug 3, 2026, 12:00 AM UTC
SCORE CONSTRUCTION
7/7 evidencedComponent ledger
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 7 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 4 | 0% | — |
| public prompt engine disagreement | 75 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
| public prompt leading brand owned citation coverage | 66.666667 | 0% | — |
| public prompt leading brand owned citation gap | 0 | 0% | — |
WHY IT MOVED
-7 ranksdown since prior snapshot
- public prompt leading brand owned citation gap100 → 0-100
- public prompt leading brand owned citation coverage0 → 66.667+66.667
- public prompt leading brand consensus100 → 66.667-33.333
- public prompt citation urls17 → 12-5
- public prompt brand presence events11 → 7-4
- public prompt engine disagreement71.111 → 75+3.889
- public prompt distinct reviewed brands7 → 4-3
PRIMARY EVIDENCE
7 public recordsSource trail
Reviewed-brand presence eventspublic prompt brand presence events · observed Aug 3, 2026, 12:00 AM UTC7 presence_events100% confidence
- Source
- Rank.ai AI Visibility Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["45125ccd-0a19-463b-8db6-275c1c0b2380","7d8b2f7c-fbb6-4e64-86f5-b2168abe81eb","dafc4ea7-45d8-42a5-814e-1a1f31ad3744"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Distinct citation URLspublic prompt citation urls · observed Aug 3, 2026, 12:00 AM UTC12 urls100% confidence
- Source
- Rank.ai AI Visibility Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["45125ccd-0a19-463b-8db6-275c1c0b2380","7d8b2f7c-fbb6-4e64-86f5-b2168abe81eb","dafc4ea7-45d8-42a5-814e-1a1f31ad3744"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Aug 3, 2026, 12:00 AM UTC4 brands100% confidence
- Source
- Rank.ai AI Visibility Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["45125ccd-0a19-463b-8db6-275c1c0b2380","7d8b2f7c-fbb6-4e64-86f5-b2168abe81eb","dafc4ea7-45d8-42a5-814e-1a1f31ad3744"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementpublic prompt engine disagreement · observed Aug 3, 2026, 12:00 AM UTC75 percent100% confidence
- Source
- Rank.ai AI Visibility Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["45125ccd-0a19-463b-8db6-275c1c0b2380","7d8b2f7c-fbb6-4e64-86f5-b2168abe81eb","dafc4ea7-45d8-42a5-814e-1a1f31ad3744"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensuspublic prompt leading brand consensus · observed Aug 3, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai AI Visibility Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["45125ccd-0a19-463b-8db6-275c1c0b2380","7d8b2f7c-fbb6-4e64-86f5-b2168abe81eb","dafc4ea7-45d8-42a5-814e-1a1f31ad3744"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Aug 3, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai AI Visibility Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["45125ccd-0a19-463b-8db6-275c1c0b2380","7d8b2f7c-fbb6-4e64-86f5-b2168abe81eb","dafc4ea7-45d8-42a5-814e-1a1f31ad3744"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Aug 3, 2026, 12:00 AM UTC0 percentage_points100% confidence
- Source
- Rank.ai AI Visibility Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"enterprise-aeo-governance","corpusVersion":"ai-search-visibility-platforms-2026-07-27","runArtifactIds":["45125ccd-0a19-463b-8db6-275c1c0b2380","7d8b2f7c-fbb6-4e64-86f5-b2168abe81eb","dafc4ea7-45d8-42a5-814e-1a1f31ad3744"],"parentSnapshotId":"08032af5-8eb6-45b3-8757-89cca449a9f5","providerMatrixVersion":"64232fd32583"}
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