Rank.ai Index
Cybersecurity platforms prompt citation Opportunities
12 prompts ranked by how far the leader is named without its own site being cited.
66.667 percentage_points
Which cybersecurity vendors are best for workforce identity, privileged access, identity threat detection, and least privilege? ranks first
Leading brand owned citation opportunity
12
Prompts ranked
Sep 18
Snapshot recorded
2026 · Rotating schedule
3
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 12 prompts by leading brand owned citation opportunity
Which cybersecurity vendors are best for workforce identity, privileged access, identity threat detection, and least privilege? leads at 66.667 percentage_points; the middle of the board sits at 33.3.
- Ahead of second place
- 0
- Held by the top three
- 56%
- Middle of the board
- 33.3
- Below half the leader
- 7 of 12
Rank, name and leading brand owned citation opportunityMiddle 33.3
- 1Which cybersecurity vendors are best for workforce identity, privileged access, identity threat detection, and least privilege?66.667 percentage_points
- 2Which security platform is best for an organization that needs 24/7 managed detection and response with expert incident support?66.667 percentage_points
- 3Recommend an endpoint detection and response platform for preventing ransomware, investigating attacks, and automating remediation.33.333 percentage_points
- 4Recommend a zero-trust security platform for secure web access, private application access, branch connectivity, and data protection.33.333 percentage_points
- 5Compare enterprise cybersecurity platforms on prevention, detection, response, coverage, integrations, data retention, and operating effort.33.333 percentage_points
- 6Recommend an application security platform for code, dependency, container, infrastructure-as-code, and developer workflow scanning.33.333 percentage_points
- 7What cybersecurity platform should a mid-market company choose for strong protection, manageable operations, and predictable cost?33.333 percentage_points
- 8Which enterprise cybersecurity platforms are best for consolidating endpoint, cloud, identity, network, and security-operations tooling?0 percentage_points
- 9Which cloud security platform is strongest for posture management, workload protection, entitlement risk, and attack-path analysis?0 percentage_points
- 10How should a security team evaluate platform consolidation versus best-of-breed tools without creating coverage or lock-in risk?0 percentage_points
- 11Create a proof-of-concept scorecard for cybersecurity platforms using real detection, false-positive, investigation, and response workflows.0 percentage_points
- 12Which criteria expose hidden cybersecurity platform costs, telemetry limits, integration gaps, analyst workload, and vendor lock-in?0 percentage_points
The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.
leading brand consensus: 66.666667 on 8 of 12 rows · 3 checks behind each row · 100% confidence across rows.
Why this rank
Which criteria expose hidden cybersecurity platform costs, telemetry limits, integration gaps, analyst workload, and vendor lock-in? on Cybersecurity Platforms Prompt Citation Opportunities
Snapshot of Sep 18, 2026, 12:00 AM UTC · Link to this snapshot
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
12
Rank on this board
0 presence_events
Score
3
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Leading brand owned citation gap | 0 | 0 |
Moved down since the previous snapshot
-1 places- Engine disagreement66.667 to 0-66.667
- Leading brand consensus33.333 to 0-33.333
- Leading brand owned citation coverage33.333 to 0-33.333
- Citation URLS12 to 8-4
- Presence events1 to 0-1
- Distinct reviewed brands1 to 0-1
- Leading brand owned citation gap0 to 00
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Sep 18, 2026, 12:00 AM UTC0 presence_events100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-total-cost-risk","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["e4cdc798-db6b-4677-ab15-f027dd9b2b75","b391ac49-09cc-4227-b8e3-65d62780e4c1","8a6ca7a4-9908-4e4a-a3ab-3c1fc877f8c4"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Sep 18, 2026, 12:00 AM UTC8 urls100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-total-cost-risk","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["e4cdc798-db6b-4677-ab15-f027dd9b2b75","b391ac49-09cc-4227-b8e3-65d62780e4c1","8a6ca7a4-9908-4e4a-a3ab-3c1fc877f8c4"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 18, 2026, 12:00 AM UTC0 brands100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-total-cost-risk","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["e4cdc798-db6b-4677-ab15-f027dd9b2b75","b391ac49-09cc-4227-b8e3-65d62780e4c1","8a6ca7a4-9908-4e4a-a3ab-3c1fc877f8c4"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Sep 18, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-total-cost-risk","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["e4cdc798-db6b-4677-ab15-f027dd9b2b75","b391ac49-09cc-4227-b8e3-65d62780e4c1","8a6ca7a4-9908-4e4a-a3ab-3c1fc877f8c4"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Sep 18, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-total-cost-risk","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["e4cdc798-db6b-4677-ab15-f027dd9b2b75","b391ac49-09cc-4227-b8e3-65d62780e4c1","8a6ca7a4-9908-4e4a-a3ab-3c1fc877f8c4"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Sep 18, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Cybersecurity Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cybersecurity-total-cost-risk","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["e4cdc798-db6b-4677-ab15-f027dd9b2b75","b391ac49-09cc-4227-b8e3-65d62780e4c1","8a6ca7a4-9908-4e4a-a3ab-3c1fc877f8c4"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading 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-total-cost-risk","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["e4cdc798-db6b-4677-ab15-f027dd9b2b75","b391ac49-09cc-4227-b8e3-65d62780e4c1","8a6ca7a4-9908-4e4a-a3ab-3c1fc877f8c4"],"parentSnapshotId":"dfa8caa3-e777-4982-92d1-43dfaf795639","providerMatrixVersion":"64232fd32583"}
See how often AI names you.
Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.
- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
- Who gets namedEvery competitor in the answers, most named first.
- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.