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Loading the latest published snapshot and its supporting evidence.
Loading the latest published snapshot and its supporting evidence.
Public commercial prompt in the Rank.ai Enterprise Search 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 | 66.67 percentderived |
| public_prompt_insightsDistinct citation URLs | 9 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 5 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 66.67 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 0 percentderived |
| public_prompt_insightsLeading-brand owned-citation opportunity | 66.67 percentage_pointsderived |
| public_prompt_insightsReviewed-brand presence events | 10 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 20.83 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 110.42 index_pointsderived |
Every currently published position, as of Aug 7, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #4 | Enterprise Search Prompt Brand Leaders | 66.67 | 5 ranks gained | v2-parent-8042b71372e825c6 | Explain Enterprise Search Prompt Brand Leaders rank → |
| #5 | Enterprise Search Engine Disagreement by Prompt | 66.67 | 1 ranks lost | v2-parent-8042b71372e825c6 | Explain Enterprise Search Engine Disagreement by Prompt rank → |
| #1 | Enterprise Search Prompt Citation Opportunities | 66.67 |
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 7, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 10 | 0% | — |
| public prompt citation urls | 9 | 0% | — |
| public prompt distinct reviewed brands | 5 | 0% | — |
| public prompt engine disagreement | 66.666667 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for Create a vendor shortlist and proof-of-concept scorecard for modernizing enterprise search and knowledge retrieval., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Prompt volatility indexpublic-prompt-volatility-index | 110.4167index_points | derived | Aug 7, 2026 | View source
|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 7, 2026 | View source
|
| v2-parent-8042b71372e825c6 |
| Explain Enterprise Search Prompt Citation Opportunities rank → |
| #8 | Enterprise Search Prompt Volatility | 110.42 | — | v1-parent-8042b71372e825c6 | Explain Enterprise Search Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage | 0 | 0% | — |
|---|
| public prompt leading brand owned citation gap | 66.666667 | 0% | — |
|---|
{"promptSlug":"enterprise-search-modernization-shortlist","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["3b6f776d-f757-4afe-a185-b88cd7b780cb","109b42d1-196b-4596-92c7-d6d1ea8ca765","84e5290b-ee36-4ca9-a386-1583403e6164"],"parentSnapshotId":"5b1c796c-09a8-4316-8794-30a453b8af4f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"enterprise-search-modernization-shortlist","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["3b6f776d-f757-4afe-a185-b88cd7b780cb","109b42d1-196b-4596-92c7-d6d1ea8ca765","84e5290b-ee36-4ca9-a386-1583403e6164"],"parentSnapshotId":"5b1c796c-09a8-4316-8794-30a453b8af4f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"enterprise-search-modernization-shortlist","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["3b6f776d-f757-4afe-a185-b88cd7b780cb","109b42d1-196b-4596-92c7-d6d1ea8ca765","84e5290b-ee36-4ca9-a386-1583403e6164"],"parentSnapshotId":"5b1c796c-09a8-4316-8794-30a453b8af4f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"enterprise-search-modernization-shortlist","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["3b6f776d-f757-4afe-a185-b88cd7b780cb","109b42d1-196b-4596-92c7-d6d1ea8ca765","84e5290b-ee36-4ca9-a386-1583403e6164"],"parentSnapshotId":"5b1c796c-09a8-4316-8794-30a453b8af4f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"enterprise-search-modernization-shortlist","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["3b6f776d-f757-4afe-a185-b88cd7b780cb","109b42d1-196b-4596-92c7-d6d1ea8ca765","84e5290b-ee36-4ca9-a386-1583403e6164"],"parentSnapshotId":"5b1c796c-09a8-4316-8794-30a453b8af4f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"enterprise-search-modernization-shortlist","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["3b6f776d-f757-4afe-a185-b88cd7b780cb","109b42d1-196b-4596-92c7-d6d1ea8ca765","84e5290b-ee36-4ca9-a386-1583403e6164"],"parentSnapshotId":"5b1c796c-09a8-4316-8794-30a453b8af4f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"enterprise-search-modernization-shortlist","corpusVersion":"enterprise-search-platforms-2026-07-27","runArtifactIds":["3b6f776d-f757-4afe-a185-b88cd7b780cb","109b42d1-196b-4596-92c7-d6d1ea8ca765","84e5290b-ee36-4ca9-a386-1583403e6164"],"parentSnapshotId":"5b1c796c-09a8-4316-8794-30a453b8af4f","providerMatrixVersion":"64232fd32583"}{"promptSlug":"enterprise-search-modernization-shortlist","currentSnapshotId":"cb418686-7502-4b34-adb4-9d2db4349095","previousSnapshotId":"f8869bd2-56bf-4045-859e-9fa3cd02ec5e"}| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Aug 7, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 9urls | measured | Aug 7, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 10presence_events | measured | Aug 7, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 66.6667percentage_points | derived | Aug 7, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Aug 7, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 5brands | measured | Aug 7, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 7, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 7, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 20.8333percentage_points | derived | Aug 7, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 11presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 87.5percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 11presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 87.5percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 16urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 8brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 8brands | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
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