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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 Cloud Platforms benchmark.
A current roll-up of published ranks, normalized facts, primary evidence, and entity relationships. No missing value is inferred.
| Metric | Value | As of | Evidence | Confidence |
|---|---|---|---|---|
| public_prompt_insightsCross-engine brand disagreement | 0 percentderived | Jul 27, 2026 | Rank.ai Cloud Platforms Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsDistinct citation URLs | 20 urlsmeasured | Jul 27, 2026 | Rank.ai Cloud Platforms Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsDistinct reviewed brands surfaced | 3 brandsmeasured | Jul 27, 2026 | Rank.ai Cloud Platforms Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsLeading-brand engine consensus | 100 percentderived | Jul 27, 2026 | Rank.ai Cloud Platforms Prompt Benchmark ↗Grade A | 100% |
| public_prompt_insightsReviewed-brand presence events | 9 presence_eventsmeasured | Jul 27, 2026 | Rank.ai Cloud Platforms Prompt Benchmark ↗Grade A | 100% |
Every currently published position, joined to its snapshot, confidence, and methodology version.
| Rank | Leaderboard | Score | Movement | Confidence | As of | Method | Open explanation |
|---|---|---|---|---|---|---|---|
| #11 | Cloud Platforms Prompt Brand Leaderscloud-platforms-prompt-brand-leaders | 100 | — | 100% | Jul 27, 2026 | v1-parent-f0e56a0391a3694a | Explain → |
| #16 | Cloud Platforms Engine Disagreement by Promptcloud-platforms-prompt-engine-disagreement | 0 | — | 100% | Jul 27, 2026 | v1-parent-f0e56a0391a3694a | Explain → |
Derives prompt-level brand leaders and cross-engine brand-set disagreement from the complete public Rank.ai benchmark cohort.
Some explanation inputs are unavailable Missing: comparablePriorRanking.
| Component | Value | Weight | Contribution | Evidence | Status |
|---|---|---|---|---|---|
| public prompt brand presence events | 9 | 0% | — | 1 | available |
| public prompt citation urls | 20 | 0% | — | 1 | available |
| public prompt distinct reviewed brands | 3 | 0% |
5 published observations for Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?. Open a row for the source, evidence location, extraction method, and quality state.
| Metric | Value | Kind | As of | Confidence | Evidence |
|---|---|---|---|---|---|
| Reviewed-brand presence eventspublic-prompt-brand-presence-events | 9presence_events | measured | Jul 27, 2026 | 100% | View source
|
| Cross-engine brand disagreementpublic-prompt-engine-disagreement | 0percent | derived | Jul 27, 2026 | 100% | View source
|
| — |
| 1 |
| available |
| public prompt engine disagreement | 0 | 0% | — | 1 | available |
|---|
| public prompt leading brand consensus | 100 | 100% | 100 | 1 | available |
|---|
no_prior_published_snapshot
No comparable component drivers were published.
{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["898eeee0-2569-4237-be72-f219a74fd4d8","c536a432-29c1-4fd7-b848-b1f086e8cf98","f7ce316d-e42f-4d63-b51f-a08504b0dd38"],"parentSnapshotId":"29779e51-4d1d-48bc-8ae8-d8ff8e8361e9","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["898eeee0-2569-4237-be72-f219a74fd4d8","c536a432-29c1-4fd7-b848-b1f086e8cf98","f7ce316d-e42f-4d63-b51f-a08504b0dd38"],"parentSnapshotId":"29779e51-4d1d-48bc-8ae8-d8ff8e8361e9","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["898eeee0-2569-4237-be72-f219a74fd4d8","c536a432-29c1-4fd7-b848-b1f086e8cf98","f7ce316d-e42f-4d63-b51f-a08504b0dd38"],"parentSnapshotId":"29779e51-4d1d-48bc-8ae8-d8ff8e8361e9","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["898eeee0-2569-4237-be72-f219a74fd4d8","c536a432-29c1-4fd7-b848-b1f086e8cf98","f7ce316d-e42f-4d63-b51f-a08504b0dd38"],"parentSnapshotId":"29779e51-4d1d-48bc-8ae8-d8ff8e8361e9","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["898eeee0-2569-4237-be72-f219a74fd4d8","c536a432-29c1-4fd7-b848-b1f086e8cf98","f7ce316d-e42f-4d63-b51f-a08504b0dd38"],"parentSnapshotId":"29779e51-4d1d-48bc-8ae8-d8ff8e8361e9","providerMatrixVersion":"64232fd32583"}{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["898eeee0-2569-4237-be72-f219a74fd4d8","c536a432-29c1-4fd7-b848-b1f086e8cf98","f7ce316d-e42f-4d63-b51f-a08504b0dd38"],"parentSnapshotId":"29779e51-4d1d-48bc-8ae8-d8ff8e8361e9","providerMatrixVersion":"64232fd32583"}| Distinct reviewed brands surfacedpublic-prompt-distinct-reviewed-brands | 3brands | measured | Jul 27, 2026 | 100% | View source
|
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| Distinct citation URLspublic-prompt-citation-urls | 20urls | measured | Jul 27, 2026 | 100% | View source
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| Leading-brand engine consensuspublic-prompt-leading-brand-consensus | 100percent | derived | Jul 27, 2026 | 100% | View source
|
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