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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 Vector Databases 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 | 95.83 percentderived |
| public_prompt_insightsDistinct citation URLs | 14 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 8 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 | 9 presence_eventsmeasured |
| public_prompt_volatilityAbsolute consensus change | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 29.17 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 1 booleanderived |
| public_prompt_volatilityPrompt volatility index | 114.58 index_pointsderived |
Every currently published position, as of Aug 4, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #3 | Vector Databases Prompt Brand Leaders | 66.67 | 7 ranks gained | v2-parent-8f2516a7bd0dea82 | Explain Vector Databases Prompt Brand Leaders rank → |
| #3 | Vector Databases Engine Disagreement by Prompt | 95.83 | 4 ranks gained | v2-parent-8f2516a7bd0dea82 | Explain Vector Databases Engine Disagreement by Prompt rank → |
| #3 | Vector Databases Prompt Citation Opportunities | 33.33 | 3 |
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 4, 2026, 12:00 AM UTC
All components available · 1 evidence record each
| Component | Value | Weight | Contribution |
|---|---|---|---|
| public prompt brand presence events | 9 | 0% | — |
| public prompt citation urls | 14 | 0% | — |
| public prompt distinct reviewed brands | 8 | 0% | — |
| public prompt engine disagreement | 95.833333 | 0% | — |
| public prompt leading brand consensus | 66.666667 | 100% | 66.667 |
23 published observations for Recommend a low-latency vector search system for a workload that may grow to billions of embeddings., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Aug 4, 2026 | View source
|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 95.8333percent | derived | Aug 4, 2026 | View source
|
| v2-parent-8f2516a7bd0dea82 |
| Explain Vector Databases Prompt Citation Opportunities rank → |
| #3 | Vector Databases Prompt Volatility | 114.58 | — | v1-parent-8f2516a7bd0dea82 | Explain Vector Databases Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 33.333333 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 33.333334 | 0% | — |
|---|
{"promptSlug":"billion-vector-low-latency-search","corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","bef1ef13-d992-4c82-b1bd-89c834f466cd"],"parentSnapshotId":"b124696f-f8e4-4b21-8539-c7fd45268eeb","providerMatrixVersion":"64232fd32583"}{"promptSlug":"billion-vector-low-latency-search","corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","bef1ef13-d992-4c82-b1bd-89c834f466cd"],"parentSnapshotId":"b124696f-f8e4-4b21-8539-c7fd45268eeb","providerMatrixVersion":"64232fd32583"}{"promptSlug":"billion-vector-low-latency-search","corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","bef1ef13-d992-4c82-b1bd-89c834f466cd"],"parentSnapshotId":"b124696f-f8e4-4b21-8539-c7fd45268eeb","providerMatrixVersion":"64232fd32583"}{"promptSlug":"billion-vector-low-latency-search","corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","bef1ef13-d992-4c82-b1bd-89c834f466cd"],"parentSnapshotId":"b124696f-f8e4-4b21-8539-c7fd45268eeb","providerMatrixVersion":"64232fd32583"}{"promptSlug":"billion-vector-low-latency-search","corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","bef1ef13-d992-4c82-b1bd-89c834f466cd"],"parentSnapshotId":"b124696f-f8e4-4b21-8539-c7fd45268eeb","providerMatrixVersion":"64232fd32583"}{"promptSlug":"billion-vector-low-latency-search","corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","bef1ef13-d992-4c82-b1bd-89c834f466cd"],"parentSnapshotId":"b124696f-f8e4-4b21-8539-c7fd45268eeb","providerMatrixVersion":"64232fd32583"}{"promptSlug":"billion-vector-low-latency-search","corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","bef1ef13-d992-4c82-b1bd-89c834f466cd"],"parentSnapshotId":"b124696f-f8e4-4b21-8539-c7fd45268eeb","providerMatrixVersion":"64232fd32583"}{"promptSlug":"billion-vector-low-latency-search","corpusVersion":"vector-database-platforms-2026-07-27","runArtifactIds":["2478b994-7bc1-4620-9d82-3137e0736022","b472492d-44d1-4b9a-9cfa-d6142993e96b","bef1ef13-d992-4c82-b1bd-89c834f466cd"],"parentSnapshotId":"b124696f-f8e4-4b21-8539-c7fd45268eeb","providerMatrixVersion":"64232fd32583"}| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Aug 4, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Aug 4, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 1boolean | derived | Aug 4, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 33.3333percent | derived | Aug 4, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 29.1667percentage_points | derived | Aug 4, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 4, 2026 | View source
|
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| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 8brands | measured | Aug 4, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 114.5833index_points | derived | Aug 4, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 4, 2026 | View source
|
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| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | 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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| 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 | 4brands | measured | Jul 27, 2026 | View source
|
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| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_events | measured | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
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| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 13urls | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 66.6667percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 4brands | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 8presence_events | measured | Jul 27, 2026 | View source
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