Reviewed security vendors ranked by recommendation-prompt presence across three configured model APIs.
Cybersecurity platforms engine disagreement by prompt
12 prompts ranked by cross engine brand disagreement.
Recommend an endpoint detection and response platform for preventing ransomware, investigating attacks, and automating remediation. is out in front at 88.9%.
12 promptschecked Sep 18, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON
Recommend an endpoint detection and response platform for preventing ransomware, investigating attacks, and automating remediation.
88.9%cross engine brand disagreement
- Ahead of second place
- 2.2%
- Held by the top three
- 35%
- Middle of the board
- 70.8%
- Below half the leader
- 3 of 12
How should a security team evaluate platform consolidation versus best-of-breed tools without creating coverage or lock-in risk?
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
- Published rank
- #8
- Score
- 66.667 percent
- Sample size
- 3
100% confidence · 100% component coverage · as of Sep 18, 2026, 12:00 AM UTC
Component ledger
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 2 | 0% | — |
| public prompt citation urls | 12 | 0% | — |
| public prompt distinct reviewed brands | 1 | 0% | — |
| public prompt engine disagreement | 66.666667 | 100% | 66.667 |
| public prompt leading brand consensus | 66.666667 | 0% | — |
| public prompt leading brand owned citation coverage | 66.666667 | 0% | — |
| public prompt leading brand owned citation gap | 0 | 0% | — |
down since prior snapshot
- public prompt leading brand consensus33.333 → 66.667+33.333
- public prompt leading brand owned citation coverage33.333 → 66.667+33.333
- public prompt brand presence events1 → 2+1
- public prompt citation urls11 → 12+1
- public prompt distinct reviewed brands1 → 10
- public prompt engine disagreement66.667 → 66.6670
- public prompt leading brand owned citation gap0 → 00
Source trail
Reviewed-brand presence eventspublic prompt brand presence events · observed Sep 18, 2026, 12:00 AM UTC2 presence_events100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-consolidation-tradeoffs","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["6923dd7f-b68f-4f3c-a50b-6b69399df7b2","f0d07cce-75dc-4d02-ab85-78d921dfc9f5","5916bbe7-86ae-4939-bdae-692c91d90d57"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Distinct citation URLspublic prompt citation urls · observed Sep 18, 2026, 12:00 AM UTC12 urls100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-consolidation-tradeoffs","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["6923dd7f-b68f-4f3c-a50b-6b69399df7b2","f0d07cce-75dc-4d02-ab85-78d921dfc9f5","5916bbe7-86ae-4939-bdae-692c91d90d57"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Sep 18, 2026, 12:00 AM UTC1 brands100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-consolidation-tradeoffs","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["6923dd7f-b68f-4f3c-a50b-6b69399df7b2","f0d07cce-75dc-4d02-ab85-78d921dfc9f5","5916bbe7-86ae-4939-bdae-692c91d90d57"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementpublic prompt engine disagreement · observed Sep 18, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-consolidation-tradeoffs","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["6923dd7f-b68f-4f3c-a50b-6b69399df7b2","f0d07cce-75dc-4d02-ab85-78d921dfc9f5","5916bbe7-86ae-4939-bdae-692c91d90d57"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensuspublic prompt leading brand consensus · observed Sep 18, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-consolidation-tradeoffs","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["6923dd7f-b68f-4f3c-a50b-6b69399df7b2","f0d07cce-75dc-4d02-ab85-78d921dfc9f5","5916bbe7-86ae-4939-bdae-692c91d90d57"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Sep 18, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-consolidation-tradeoffs","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["6923dd7f-b68f-4f3c-a50b-6b69399df7b2","f0d07cce-75dc-4d02-ab85-78d921dfc9f5","5916bbe7-86ae-4939-bdae-692c91d90d57"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Sep 18, 2026, 12:00 AM UTC0 percentage_points100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-consolidation-tradeoffs","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["6923dd7f-b68f-4f3c-a50b-6b69399df7b2","f0d07cce-75dc-4d02-ab85-78d921dfc9f5","5916bbe7-86ae-4939-bdae-692c91d90d57"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
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<p style="font-size:12px">Source: <a href="https://www.rank.ai/rankings/cybersecurity-platforms/cybersecurity-platforms-prompt-engine-disagreement">Cybersecurity Platforms Engine Disagreement by Prompt</a> by Rank.ai</p>More in Cybersecurity platforms
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