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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 Data 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 | 0 percentderived |
| public_prompt_insightsDistinct citation URLs | 14 urlsmeasured |
| public_prompt_insightsDistinct reviewed brands surfaced | 1 brandsmeasured |
| public_prompt_insightsLeading-brand engine consensus | 100 percentderived |
| public_prompt_insightsLeading-brand owned-citation coverage | 66.67 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 | 0 percentage_pointsderived |
| public_prompt_volatilityAbsolute disagreement change | 0 percentage_pointsderived |
| public_prompt_volatilityLeading brand changed | 0 booleanderived |
| public_prompt_volatilityPrompt volatility index | 0 index_pointsderived |
Every currently published position, as of Aug 12, 2026 · 100% confidence.
| Rank | Leaderboard | Score | Movement | Method | Explain |
|---|---|---|---|---|---|
| #1 | Data Platforms Prompt Brand Leaders | 100 | 5 ranks gained | v2-parent-973ba1005aa91ec7 | Explain Data Platforms Prompt Brand Leaders rank → |
| #10 | Data Platforms Engine Disagreement by Prompt | 0 | 1 ranks gained | v2-parent-973ba1005aa91ec7 | Explain Data Platforms Engine Disagreement by Prompt rank → |
| #5 | Data Platforms Prompt Citation Opportunities | 33.33 | 3 ranks gained |
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 12, 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 | 1 | 0% | — |
| public prompt engine disagreement | 0 | 0% | — |
| public prompt leading brand consensus | 100 | 100% | 100 |
23 published observations for Recommend a platform for real-time event streaming, stream processing, low-latency analytics, data contracts, and operational reliability., all at 100% confidence. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Evidence |
|---|---|---|---|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Aug 12, 2026 | View source
|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 33.3333percentage_points | derived | Aug 12, 2026 | View source
|
| v2-parent-973ba1005aa91ec7 |
| Explain Data Platforms Prompt Citation Opportunities rank → |
| #11 | Data Platforms Prompt Volatility | 0 | — | v1-parent-973ba1005aa91ec7 | Explain Data Platforms Prompt Volatility rank → |
|---|
| public prompt leading brand owned citation coverage |
|---|
| 66.666667 |
| 0% |
| — |
| public prompt leading brand owned citation gap | 33.333333 | 0% | — |
|---|
{"promptSlug":"best-real-time-streaming-platform","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","fed786e7-b186-4cf7-846a-f00700a6900a"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-real-time-streaming-platform","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","fed786e7-b186-4cf7-846a-f00700a6900a"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-real-time-streaming-platform","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","fed786e7-b186-4cf7-846a-f00700a6900a"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-real-time-streaming-platform","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","fed786e7-b186-4cf7-846a-f00700a6900a"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-real-time-streaming-platform","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","fed786e7-b186-4cf7-846a-f00700a6900a"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-real-time-streaming-platform","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","fed786e7-b186-4cf7-846a-f00700a6900a"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-real-time-streaming-platform","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","fed786e7-b186-4cf7-846a-f00700a6900a"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}{"promptSlug":"best-real-time-streaming-platform","corpusVersion":"data-platforms-2026-07-27","runArtifactIds":["5143e631-1334-4a74-9c41-a8ea805f8b93","48c889ca-5f93-46b0-8701-477cc163b130","fed786e7-b186-4cf7-846a-f00700a6900a"],"parentSnapshotId":"4555a40a-cdeb-4b02-b06a-c7e704164cc6","providerMatrixVersion":"64232fd32583"}| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 66.6667percent | derived | Aug 12, 2026 | View source
|
|---|
| Absolute disagreement changepublic-prompt-disagreement-absolute-change | 0percentage_points | derived | Aug 12, 2026 | View source
|
|---|
| Prompt volatility indexpublic-prompt-volatility-index | 0index_points | derived | Aug 12, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Aug 12, 2026 | View source
|
|---|
| Leading brand changedpublic-prompt-winner-changed | 0boolean | derived | Aug 12, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Aug 12, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 14urls | measured | Aug 12, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Aug 12, 2026 | View source
|
|---|
| Absolute consensus changepublic-prompt-consensus-absolute-change | 0percentage_points | derived | Aug 12, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Jul 27, 2026 | View source
|
|---|
| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 1brands | measured | Jul 27, 2026 | View source
|
|---|
| Distinct citation URLspublic-prompt-citation-urls | 15urls | measured | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 3presence_events | measured | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation coveragepublic-prompt-leading-brand-owned-citation-coverage | 100percent | derived | Jul 27, 2026 | View source
|
|---|
| Leading-brand owned-citation opportunitypublic-prompt-leading-brand-owned-citation-gap | 0percentage_points | derived | Jul 27, 2026 | View source
|
|---|