Reviewed cloud platforms ranked by how often answers to the category's recommendation questions name or cite them, across three model APIs.
Cloud platforms
Cloud platforms prompt brand leaders
16 prompts ranked by how many of the three model APIs name the same leader.
100.0%
What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale? ranks first
Leading brand engine consensus
16
Prompts ranked
Aug 13
Snapshot recorded
2026 · Rotating schedule
3
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 16 prompts by leading brand engine consensus
What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale? leads at 100.0%; the middle of the board sits at 66.7%.
- Ahead of second place
- 33.3%
- Held by the top three
- 25%
- Middle of the board
- 66.7%
- Below half the leader
- 3 of 16
Rank, name and leading brand engine consensusMiddle 66.7%
- 1What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale?100.0%
- 2Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.66.7%
- 3How should a buyer compare cloud pricing, discounts, support plans, network egress, and total operating cost?66.7%
- 4Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?66.7%
- 5Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?66.7%
- 6Recommend a cloud platform for a small engineering team building serverless web applications with managed databases and low operations overhead.66.7%
- 7Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering.66.7%
- 8Create a shortlist of cloud infrastructure vendors for a global company modernizing applications, data, security, and AI.66.7%
- 9Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.66.7%
- 10Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications?66.7%
- 11Which cloud platforms offer the strongest hybrid and multicloud operations for workloads spanning datacenters, edge sites, and public regions?66.7%
- 12Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.66.7%
- 13Compare cloud platforms for managed relational, document, cache, warehouse, and globally distributed database workloads.66.7%
- 14Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?33.3%
- 15What should a technical buying team negotiate in a strategic cloud agreement covering commitments, portability, support, and exit terms?0.0%
- 16Create a proof-of-concept scorecard for comparing cloud providers on availability, failure recovery, quotas, observability, and support.0.0%
leading brand owned citation coverage: 0 on 14 of 16 rows · leading brand owned citation gap: 66.666667 on 11 of 16 rows · 3 checks behind each row.
Why this rank
Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack? on Cloud Platforms Prompt Brand Leaders
Snapshot of Aug 13, 2026, 12:00 AM UTC · Link to this snapshot
Derives prompt-level brand leaders, cross-engine brand-set disagreement, and leading-brand owned-citation opportunity from the complete public Rank.ai benchmark cohort.
4
Rank on this board
66.667 percent
Score
3
Answers behind the score
100% confidence · 1 of 1 components evidenced
What the score is built from
1 of 1 evidencedEvery component evidenced · 1 evidence record each
| Component | Value | Contribution |
|---|---|---|
| Leading brand consensus | 66.666667 | 66.667 |
Moved up since the previous snapshot
+7 places- Engine disagreement0 to 80+80
- Leading brand owned citation coverage66.667 to 0-66.667
- Leading brand owned citation gap33.333 to 66.667+33.333
- Leading brand consensus100 to 66.667-33.333
- Citation URLS20 to 12-8
- Distinct reviewed brands3 to 5+2
- Presence events9 to 8-1
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Aug 13, 2026, 12:00 AM UTC8 presence_events100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Aug 13, 2026, 12:00 AM UTC12 urls100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Aug 13, 2026, 12:00 AM UTC5 brands100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Aug 13, 2026, 12:00 AM UTC80 percent100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Aug 13, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Aug 13, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Aug 13, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-data-analytics","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["be5d177f-09f6-4aaf-9be3-b08467776e9f","5e113cd2-19a1-4da9-8eac-bb174c02e86f","71baaead-e8c3-4193-9305-69f3bf53da98"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
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See how often AI names you.
Enter your website. In about two minutes, Rank.ai asks ChatGPT, Claude and Gemini 12 questions your customers ask and grades how often they name you.
- Your grade out of 100How often AI names you, cites your site, and how high it ranks you.
- Who gets namedEvery competitor in the answers, most named first.
- The pages AI readsThe sources behind each answer.
- Three fixesWhat to fix first, with a brief for the first article.
