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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public recommendation prompt in the Rank.ai Cybersecurity Platforms benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value |
|---|---|
| public_prompt_insightsCross-engine brand disagreement | 83.33 percentderived |
| public_prompt_insightsDistinct citation URLs | 14 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 2 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 33.33 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 33.33 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 3 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 33.33 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 50 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 41.67 index_pointsderived |
Every currently published position, as of Aug 10, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #4 | Cybersecurity Platforms Prompt Brand Leaders | 66.67 | 2 ranks gained | v2-parent-5e11d0ebac4b6bfc | Explain Cybersecurity Platforms Prompt Brand Leaders rank → |
| #2 | Cybersecurity Platforms Engine Disagreement by Prompt | 83.33 | 8 ranks gained | v2-parent-5e11d0ebac4b6bfc | Explain Cybersecurity Platforms Engine Disagreement by Prompt rank → |
| #2 | Cybersecurity Platforms Prompt Citation Opportunities | 33.33 |
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
100% confidence · 100% component coverage · as of Aug 10, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 3 | 0% | — |
| public prompt citation urls | 14 | 0% | — |
| public prompt distinct reviewed brands | 2 | 0% | — |
| public prompt engine disagreement | 83.333333 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% |
23 published observations for Recommend an application security platform for code, dependency, container, infrastructure-as-code, and developer workflow scanning., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 83.3333percent | derived | Aug 10, 2026 | View source
|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 10, 2026 | View source
|
| 3 ranks gained |
| v2-parent-5e11d0ebac4b6bfc |
| Explain Cybersecurity Platforms Prompt Citation Opportunities rank → |
| #8 | Cybersecurity Platforms Prompt Volatility | 41.67 | — | v1-parent-5e11d0ebac4b6bfc | Explain Cybersecurity Platforms Prompt Volatility rank → |
|---|
| 66.667 |
| public prompt leading brand owned citation coverage | 33.333333 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 33.333334 | 0% | — |
|---|
{"promptSlug":"application-security-developer-platform","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["ccd4ff7d-4db0-4d08-89f3-a65eb8948dcb","08f4910f-3ca3-48e4-adef-7b11291171ed","ddc02488-52fb-49bf-9040-b4dec80f0dc9"],"parentSnapshotId":"5a710a84-bc24-4b54-a646-3826df6c5b9b","providerMatrixVersion":"64232fd32583"}{"promptSlug":"application-security-developer-platform","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["ccd4ff7d-4db0-4d08-89f3-a65eb8948dcb","08f4910f-3ca3-48e4-adef-7b11291171ed","ddc02488-52fb-49bf-9040-b4dec80f0dc9"],"parentSnapshotId":"5a710a84-bc24-4b54-a646-3826df6c5b9b","providerMatrixVersion":"64232fd32583"}{"promptSlug":"application-security-developer-platform","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["ccd4ff7d-4db0-4d08-89f3-a65eb8948dcb","08f4910f-3ca3-48e4-adef-7b11291171ed","ddc02488-52fb-49bf-9040-b4dec80f0dc9"],"parentSnapshotId":"5a710a84-bc24-4b54-a646-3826df6c5b9b","providerMatrixVersion":"64232fd32583"}{"promptSlug":"application-security-developer-platform","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["ccd4ff7d-4db0-4d08-89f3-a65eb8948dcb","08f4910f-3ca3-48e4-adef-7b11291171ed","ddc02488-52fb-49bf-9040-b4dec80f0dc9"],"parentSnapshotId":"5a710a84-bc24-4b54-a646-3826df6c5b9b","providerMatrixVersion":"64232fd32583"}{"promptSlug":"application-security-developer-platform","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["ccd4ff7d-4db0-4d08-89f3-a65eb8948dcb","08f4910f-3ca3-48e4-adef-7b11291171ed","ddc02488-52fb-49bf-9040-b4dec80f0dc9"],"parentSnapshotId":"5a710a84-bc24-4b54-a646-3826df6c5b9b","providerMatrixVersion":"64232fd32583"}{"promptSlug":"application-security-developer-platform","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["ccd4ff7d-4db0-4d08-89f3-a65eb8948dcb","08f4910f-3ca3-48e4-adef-7b11291171ed","ddc02488-52fb-49bf-9040-b4dec80f0dc9"],"parentSnapshotId":"5a710a84-bc24-4b54-a646-3826df6c5b9b","providerMatrixVersion":"64232fd32583"}{"promptSlug":"application-security-developer-platform","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["ccd4ff7d-4db0-4d08-89f3-a65eb8948dcb","08f4910f-3ca3-48e4-adef-7b11291171ed","ddc02488-52fb-49bf-9040-b4dec80f0dc9"],"parentSnapshotId":"5a710a84-bc24-4b54-a646-3826df6c5b9b","providerMatrixVersion":"64232fd32583"}{"promptSlug":"application-security-developer-platform","corpusVersion":"cybersecurity-platforms-2026-07-27","runArtifactIds":["ccd4ff7d-4db0-4d08-89f3-a65eb8948dcb","08f4910f-3ca3-48e4-adef-7b11291171ed","ddc02488-52fb-49bf-9040-b4dec80f0dc9"],"parentSnapshotId":"5a710a84-bc24-4b54-a646-3826df6c5b9b","providerMatrixVersion":"64232fd32583"}| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Aug 10, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 50percentage_points | derived | Aug 10, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 10, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 41.6667index_points | derived | Aug 10, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 10, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 33.3333percentage_points | derived | Aug 10, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Aug 10, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Aug 10, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Aug 10, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 33.3333percent | derived | Jul 27, 2026 | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 27, 2026 | View source
|
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Jul 27, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 2brands | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 4presence_events | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Jul 27, 2026 | View source
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