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 engine disagreement by prompt
16 prompts ranked by how differently the three model APIs answer them.
94.4%
Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls. ranks first
Cross engine brand disagreement
16
Prompts ranked
Sep 21
Snapshot recorded
2026 · Rotating schedule
3
Answers behind each row
From the OpenAI, Anthropic and Google model APIs
All 16 prompts by cross engine brand disagreement
Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls. leads at 94.4%; the middle of the board sits at 70.8%.
- Ahead of second place
- 2.8%
- Held by the top three
- 30%
- Middle of the board
- 70.8%
- Below half the leader
- 5 of 16
Rank, name and cross engine brand disagreementMiddle 70.8%
- 1Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.94.4%
- 2Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?91.7%
- 3Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?83.3%
- 4Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering.83.3%
- 5Create a shortlist of cloud infrastructure vendors for a global company modernizing applications, data, security, and AI.77.8%
- 6Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.77.8%
- 7Compare cloud platforms for managed relational, document, cache, warehouse, and globally distributed database workloads.75.0%
- 8How should a buyer compare cloud pricing, discounts, support plans, network egress, and total operating cost?75.0%
- 9Which cloud platforms offer the strongest hybrid and multicloud operations for workloads spanning datacenters, edge sites, and public regions?66.7%
- 10Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.66.7%
- 11Recommend a cloud platform for a small engineering team building serverless web applications with managed databases and low operations overhead.66.7%
- 12Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications?26.7%
- 13What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale?16.7%
- 14What should a technical buying team negotiate in a strategic cloud agreement covering commitments, portability, support, and exit terms?0.0%
- 15Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?0.0%
- 16Create a proof-of-concept scorecard for comparing cloud providers on availability, failure recovery, quotas, observability, and support.0.0%
The prompt boards are re-run in rotation, about one category a day, so each board refreshes every few weeks and shows the date of its snapshot.
leading brand consensus: 66.666667 on 11 of 16 rows · leading brand owned citation coverage: 0 on 11 of 16 rows · 3 checks behind each row.
Compare brands
One brand against up to three competitors, answer by answer
16 questions × 3 model APIs · recorded Sep 21, 2026
Compared 4 of 4
54.2%
of these answers name or cite Amazon Web Services
26 of 48 answers
31.3%
Its share of the compared brands' appearances
2
Answers citing its own site
2 links to its domains
3 of 3
Model APIs that name it
| Brand | Named or cited | Against primary | Share of compared | Mentions | Answers citing it | Links to its site | Model APIs |
|---|---|---|---|---|---|---|---|
| Google Cloudcloud.google.com | 54.2%26 of 48 | 0.0 pts | 31.3% | 104 | 4 | 4 | 3 of 3 |
| Amazon Web Servicesaws.amazon.com | 54.2%26 of 48 | Primary | 31.3% | 121 | 2 | 2 | 3 of 3 |
| Microsoft Azureazure.microsoft.com | 47.9%23 of 48 | -6.2 pts | 27.7% | 94 | 0 | 0 | 3 of 3 |
| Oracle Cloudoracle.com | 16.7%8 of 48 | -37.5 pts | 9.6% | 15 | 2 | 2 | 2 of 3 |
Every answer
Which compared brands each answer names
16 questions · 48 answers · a blank cell names none of the compared brands
| Question | OpenAIopenai/gpt-4o-mini | Anthropicanthropic/claude-haiku-4-5 | Geminigoogle/gemini-2.5-flash |
|---|---|---|---|
| 01Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications?Recommendation | Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud 6 sources 0e7444f6 | Amazon Web ServicesMicrosoft AzureGoogle Cloud 0 sources 111d35f4 | Amazon Web ServicesMicrosoft AzureGoogle Cloud 5 sources eaf81ba6 |
| 02Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.Recommendation | Amazon Web ServicesMicrosoft AzureGoogle Cloud 5 sources 2d3b26b0 | None named 0 sources 0ed43b6a | Amazon Web ServicesGoogle Cloud, cited 1 6 sources 7dedb146 |
| 03Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?Recommendation | Amazon Web ServicesMicrosoft AzureGoogle Cloud 6 sources 7748c596 | None named 0 sources 0618d40b | Google Cloud 8 sources 01a497ea |
| 04Recommend a cloud platform for a small engineering team building serverless web applications with managed databases and low operations overhead.Recommendation | Amazon Web ServicesMicrosoft AzureGoogle Cloud 3 sources 0a565c37 | None named 0 sources 7eff556a | Amazon Web Services, cited 1Microsoft AzureGoogle Cloud, cited 1 8 sources adb5547b |
| 05Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?Recommendation | Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud 4 sources ced9f5d8 | None named 0 sources c0363184 | Amazon Web ServicesMicrosoft AzureGoogle Cloud 9 sources a3021605 |
| 06Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.Recommendation | Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud 6 sources c9ed8ddd | None named 0 sources 3e7fb5db | Oracle Cloud, cited 1 6 sources 67fd9e91 |
| 07Which cloud platforms offer the strongest hybrid and multicloud operations for workloads spanning datacenters, edge sites, and public regions?Recommendation | Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud 6 sources 09700788 | None named 0 sources 6acf4787 | Amazon Web ServicesMicrosoft AzureGoogle Cloud, cited 1Oracle Cloud 4 sources 11cac03d |
| 08What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale?Recommendation | Amazon Web ServicesGoogle Cloud 7 sources 61bcd629 | Amazon Web ServicesGoogle Cloud 7 sources 6c12a15f | Amazon Web ServicesMicrosoft AzureGoogle Cloud 5 sources b1d66666 |
| 09Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.Commercial comparison | Amazon Web ServicesMicrosoft AzureGoogle Cloud 3 sources fed6f907 | None named 0 sources 6b97233a | Amazon Web ServicesMicrosoft AzureGoogle Cloud 6 sources 798d6080 |
| 10How should a buyer compare cloud pricing, discounts, support plans, network egress, and total operating cost?Commercial comparison | Amazon Web Services, cited 1Microsoft AzureGoogle Cloud 8 sources ea4479ea | None named 0 sources ec9d0a95 | Amazon Web ServicesMicrosoft AzureGoogle Cloud 7 sources b1eca902 |
| 11Create a proof-of-concept scorecard for comparing cloud providers on availability, failure recovery, quotas, observability, and support.Commercial comparison | None named 0 sources 020cb091 | None named 0 sources 24771dc7 | None named 0 sources 2d18c533 |
| 12Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?Commercial comparison | None named 8 sources e55bf6ab | None named 0 sources 89fb02d9 | None named 6 sources 96a68892 |
| 13Compare cloud platforms for managed relational, document, cache, warehouse, and globally distributed database workloads.Commercial comparison | Amazon Web ServicesMicrosoft AzureGoogle Cloud 0 sources 971eacde | None named 0 sources bad6e51a | Amazon Web ServicesMicrosoft AzureGoogle Cloud, cited 1Oracle Cloud, cited 1 9 sources fec87932 |
| 14Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering.Commercial comparison | Amazon Web ServicesMicrosoft AzureGoogle Cloud 0 sources 4dae59f8 | None named 0 sources e4308e40 | Amazon Web ServicesMicrosoft Azure 8 sources 6b0231da |
| 15What should a technical buying team negotiate in a strategic cloud agreement covering commitments, portability, support, and exit terms?Commercial comparison | None named 7 sources 4b4a7010 | None named 0 sources 7879048a | None named 7 sources a676d9ab |
| 16Create a shortlist of cloud infrastructure vendors for a global company modernizing applications, data, security, and AI.Commercial comparison | Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud 4 sources a0e290ec | None named 0 sources 832583cc | Amazon Web ServicesMicrosoft AzureGoogle Cloud 6 sources bc7f33f3 |
Sources
The sites these answers cite
Each site is read from the cited address itself.
| Site | Answers citing it | Distinct pages | Model APIs | Best position |
|---|---|---|---|---|
| northflank.com | 6 | 4 | 3 | 2 |
| rank.ai | 5 | 6 | 1 | 1 |
| cloud.google.com | 4 | 4 | 1 | 1 |
| mirantis.com | 4 | 3 | 2 | 5 |
| svitla.com | 4 | 1 | 2 | 1 |
| ibm.com | 3 | 3 | 1 | 1 |
| linkedin.com | 3 | 3 | 2 | 1 |
| cloudoptimo.com | 3 | 3 | 1 | 2 |
| emma.ms | 3 | 3 | 2 | 2 |
| digitalocean.com | 2 | 4 | 2 | 1 |
| aws.amazon.com | 2 | 2 | 2 | 1 |
| opsiocloud.com | 2 | 2 | 1 | 1 |
| researchgate.net | 2 | 2 | 1 | 1 |
| medium.com | 2 | 2 | 1 | 2 |
| reddit.com | 2 | 2 | 2 | 2 |
| spot.rackspace.com | 2 | 2 | 1 | 3 |
| tierpoint.com | 2 | 2 | 1 | 3 |
| aerospike.com | 2 | 2 | 1 | 4 |
| ituonline.com | 2 | 2 | 1 | 5 |
| oracle.com | 2 | 2 | 1 | 6 |
What this report publishesThe public buying questions, the brands each answer names, the sources it cites and a fingerprint of each answer. Answer text is not published, and no customer data is in it.cloud-platforms-2026-07-27 / 4-cloud-platforms-2026-07-27-models-64232fd32583
Why this rank
Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering. on Cloud Platforms Engine Disagreement by Prompt
Snapshot of Sep 21, 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
83.333 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 |
|---|---|---|
| Engine disagreement | 83.333333 | 83.333 |
Moved up since the previous snapshot
+2 places- Engine disagreement77.778 to 83.333+5.556
- Presence events10 to 6-4
- Citation URLS12 to 8-4
- Distinct reviewed brands6 to 4-2
- Leading brand consensus66.667 to 66.6670
- Leading brand owned citation coverage0 to 00
- Leading brand owned citation gap66.667 to 66.6670
Where each number comes from
7 public recordsReviewed-brand presence eventsPresence events · observed Sep 21, 2026, 12:00 AM UTC6 presence_events100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-kubernetes-containers","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["47a645cc-7a9b-4bea-ac4b-ee9e4f4692ae","0bbcb0f5-1c8c-4a74-9c1a-91fcb9aa1025","86e0a86b-d128-429e-809d-9ad599331d3a"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
Distinct citation URLsCitation URLS · observed Sep 21, 2026, 12:00 AM UTC8 urls100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-kubernetes-containers","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["47a645cc-7a9b-4bea-ac4b-ee9e4f4692ae","0bbcb0f5-1c8c-4a74-9c1a-91fcb9aa1025","86e0a86b-d128-429e-809d-9ad599331d3a"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
Distinct reviewed brands surfacedDistinct reviewed brands · observed Sep 21, 2026, 12:00 AM UTC4 brands100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-kubernetes-containers","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["47a645cc-7a9b-4bea-ac4b-ee9e4f4692ae","0bbcb0f5-1c8c-4a74-9c1a-91fcb9aa1025","86e0a86b-d128-429e-809d-9ad599331d3a"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
Cross-engine brand disagreementEngine disagreement · observed Sep 21, 2026, 12:00 AM UTC83.333 percent100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-kubernetes-containers","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["47a645cc-7a9b-4bea-ac4b-ee9e4f4692ae","0bbcb0f5-1c8c-4a74-9c1a-91fcb9aa1025","86e0a86b-d128-429e-809d-9ad599331d3a"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
Leading-brand engine consensusLeading brand consensus · observed Sep 21, 2026, 12:00 AM UTC66.667 percent100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-kubernetes-containers","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["47a645cc-7a9b-4bea-ac4b-ee9e4f4692ae","0bbcb0f5-1c8c-4a74-9c1a-91fcb9aa1025","86e0a86b-d128-429e-809d-9ad599331d3a"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation coverageLeading brand owned citation coverage · observed Sep 21, 2026, 12:00 AM UTC0 percent100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-kubernetes-containers","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["47a645cc-7a9b-4bea-ac4b-ee9e4f4692ae","0bbcb0f5-1c8c-4a74-9c1a-91fcb9aa1025","86e0a86b-d128-429e-809d-9ad599331d3a"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
Leading-brand owned-citation opportunityLeading brand owned citation gap · observed Sep 21, 2026, 12:00 AM UTC66.667 percentage_points100% confidence
- Source
- Rank.ai Cloud Platforms Prompt Benchmark
- Grade
- A
- Freshness
- fresh
- Locator
{"promptSlug":"cloud-platform-kubernetes-containers","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["47a645cc-7a9b-4bea-ac4b-ee9e4f4692ae","0bbcb0f5-1c8c-4a74-9c1a-91fcb9aa1025","86e0a86b-d128-429e-809d-9ad599331d3a"],"parentSnapshotId":"632b0b29-55df-4787-8dcc-711ff59f1049","providerMatrixVersion":"64232fd32583"}
More in Cloud platforms
Hyperscale, sovereign, developer, and alternative clouds ranked across a fixed infrastructure, data, security, and AI buying corpus.
Reviewed providers ranked by the share of all the category's answers that name or cite them.
Reviewed providers ranked by distinct answer-level citations to their canonical domains.
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.
