16 promptschecked Aug 13, 2026, 12:00 AM UTCdailyhow we measure this →CSV / JSON

As of

In front today

Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.

94.4%cross engine brand disagreement

Ahead of second place: 5.6%
Held by the top three: 26%
Middle of the board: 74.2%
Below half the leader: 3 of 16

Highest 94.4%Middle 74.2%

Rank 1one bar per published rowRank 16

leading brand consensus: 66.666667 on 12 of 16 rows · leading brand owned citation coverage: 0 on 14 of 16 rows · 3 checks behind each row.

Cloud platforms engine disagreement by prompt current rankings
Rank	Name	Cross engine brand disagreement	Presence events	Citation URLS	Distinct reviewed brands	Change	Why
01	Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.	94.4%	7	15	6		Showing Run it
02	How should a buyer compare cloud pricing, discounts, support plans, network egress, and total operating cost?	88.9%	4	6	3	11	This rank Run it
03	Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?	80.0%	8	12	5	13	This rank Run it
04	Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?	80.0%	8	9	5	2	This rank Run it
05	Recommend a cloud platform for a small engineering team building serverless web applications with managed databases and low operations overhead.	80.0%	8	9	5	9	This rank Run it
06	Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering.	77.8%	10	12	6	6	This rank Run it
07	Create a shortlist of cloud infrastructure vendors for a global company modernizing applications, data, security, and AI.	77.8%	10	8	6	3	This rank Run it
08	Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.	75.0%	7	5	4	2	This rank Run it
09	Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications?	73.3%	9	10	5	1	This rank Run it
10	Which cloud platforms offer the strongest hybrid and multicloud operations for workloads spanning datacenters, edge sites, and public regions?	73.3%	9	10	5	1	This rank Run it
11	Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.	66.7%	6	10	3		This rank Run it
12	Compare cloud platforms for managed relational, document, cache, warehouse, and globally distributed database workloads.	66.7%	6	7	3	5	This rank Run it
13	Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?	66.7%	1	16	1	8	This rank Run it
14	What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale?	16.7%	11	17	4	1	This rank Run it
15	What should a technical buying team negotiate in a strategic cloud agreement covering commitments, portability, support, and exit terms?	0.0%	0	6	0	11	This rank Run it
16	Create a proof-of-concept scorecard for comparing cloud providers on availability, failure recovery, quotas, observability, and support.	0.0%	0	0	0	13	This rank Run it

Primary brandPrompt intentAnswer enginePrompt contains

Run live test

Answer presence56.3%27/48 filtered answers mention or cite Amazon Web Services

Selected-set share32.1%Share of answer-presences among the compared brands, not market share

Owned citation answers22 answer-level URL signals on reviewed owned domains

Engine breadth3/3Engines with at least one observed presence

Filtered competitive answer-presence comparison
Brand	Presence	Vs. primary	Selected share	Mentions	Cited answers	Owned URL signals	Engine breadth
Amazon Web Servicesaws.amazon.com	56.3%27/48	BASE	32.1%	100	2	2	3/3
Google Cloudcloud.google.com	52.1%25/48	-4.2 pp	29.8%	85	5	5	3/3
Microsoft Azureazure.microsoft.com	52.1%25/48	-4.2 pp	29.8%	89	0	0	3/3
Oracle Cloudoracle.com	14.6%7/48	-41.7 pp	8.3%	14	1	1	2/3

ANSWER-LEVEL OBSERVATIONS

Prompt × engine matrix

16 prompts · 48 immutable answer hashes · empty cells mean no compared brand was detected.

STRUCTURED CITATION LEDGER

Sources shaping this filtered view

Hostnames are derived from validated public HTTP(S) URLs, not provider-supplied domain labels.

Validated citation sources in filtered answers
Source hostname	Cited answers	Distinct URLs	Engine breadth	Best position
reddit.com ↗	6	6	2	#2
ibm.com ↗	5	5	2	#1
cloud.google.com ↗	4	4	2	#1
linkedin.com ↗	4	4	2	#1
medium.com ↗	4	4	3	#1
northflank.com ↗	4	4	2	#1
emma.ms ↗	3	3	2	#1
gartner.com ↗	3	3	2	#1
tierpoint.com ↗	3	3	2	#2
flexential.com ↗	3	2	2	#3
aws.amazon.com ↗	2	2	1	#1
cloudzero.com ↗	2	2	2	#1
cortex.io ↗	2	2	2	#1
teradata.com ↗	2	2	2	#1
mirantis.com ↗	2	2	2	#2
sciencedirect.com ↗	2	2	1	#2
softwareseni.com ↗	2	2	1	#3
usage.ai ↗	2	2	2	#3
montecarlo.ai ↗	2	2	1	#4
pluralsight.com ↗	2	1	2	#1

PUBLIC-BENCHMARK PRIVACY BOUNDARY

This report contains only code-reviewed public prompts, deterministic brand counts, answer hashes, and validated structured citation URLs. Full model answers are neither stored nor published here. No customer, organization, or private tracked-prompt data is included.

cloud-platforms-2026-07-27 / 4-cloud-platforms-2026-07-27-models-64232fd32583

Published rank: #1
Score: 94.444 percent
Sample size: 3

100% confidence · 100% component coverage · as of Aug 13, 2026, 12:00 AM UTC

SCORE CONSTRUCTION

Component ledger

7/7 evidenced

All components available · 1 evidence record each

Components contributing to Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.'s rank
Component	Value	Weight	Contribution
public prompt brand presence events	7	0%	—
public prompt citation urls	15	0%	—
public prompt distinct reviewed brands	6	0%	—
public prompt engine disagreement	94.444444	100%	94.444
public prompt leading brand consensus	66.666667	0%	—
public prompt leading brand owned citation coverage	33.333333	0%	—
public prompt leading brand owned citation gap	33.333334	0%	—

WHY IT MOVED

flat since prior snapshot

0 ranks

No component moved since the prior snapshot.

PRIMARY EVIDENCE

Source trail

7 public records

Reviewed-brand presence eventspublic prompt brand presence events · observed Aug 13, 2026, 12:00 AM UTC7 presence_events100% confidence
Source
Rank.ai Cloud Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"cloud-platform-sovereignty-residency","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["ee87737d-d98a-4ad3-b5ec-25af679d554a","206f23eb-e0a3-44d4-86e9-5f3310d86829","bb0f7052-25dd-4eb7-be9e-b01338161e6e"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct citation URLspublic prompt citation urls · observed Aug 13, 2026, 12:00 AM UTC15 urls100% confidence
Source
Rank.ai Cloud Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"cloud-platform-sovereignty-residency","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["ee87737d-d98a-4ad3-b5ec-25af679d554a","206f23eb-e0a3-44d4-86e9-5f3310d86829","bb0f7052-25dd-4eb7-be9e-b01338161e6e"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Distinct reviewed brands surfacedpublic prompt distinct reviewed brands · observed Aug 13, 2026, 12:00 AM UTC6 brands100% confidence
Source
Rank.ai Cloud Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"cloud-platform-sovereignty-residency","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["ee87737d-d98a-4ad3-b5ec-25af679d554a","206f23eb-e0a3-44d4-86e9-5f3310d86829","bb0f7052-25dd-4eb7-be9e-b01338161e6e"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Cross-engine brand disagreementpublic prompt engine disagreement · observed Aug 13, 2026, 12:00 AM UTC94.444 percent100% confidence
Source
Rank.ai Cloud Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"cloud-platform-sovereignty-residency","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["ee87737d-d98a-4ad3-b5ec-25af679d554a","206f23eb-e0a3-44d4-86e9-5f3310d86829","bb0f7052-25dd-4eb7-be9e-b01338161e6e"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand engine consensuspublic prompt leading 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-sovereignty-residency","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["ee87737d-d98a-4ad3-b5ec-25af679d554a","206f23eb-e0a3-44d4-86e9-5f3310d86829","bb0f7052-25dd-4eb7-be9e-b01338161e6e"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand owned-citation coveragepublic prompt leading brand owned citation coverage · observed Aug 13, 2026, 12:00 AM UTC33.333 percent100% confidence
Source
Rank.ai Cloud Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"cloud-platform-sovereignty-residency","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["ee87737d-d98a-4ad3-b5ec-25af679d554a","206f23eb-e0a3-44d4-86e9-5f3310d86829","bb0f7052-25dd-4eb7-be9e-b01338161e6e"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗
Leading-brand owned-citation opportunitypublic prompt leading brand owned citation gap · observed Aug 13, 2026, 12:00 AM UTC33.333 percentage_points100% confidence
Source
Rank.ai Cloud Platforms Prompt Benchmark
Grade
A
Freshness
fresh
Locator
{"promptSlug":"cloud-platform-sovereignty-residency","corpusVersion":"cloud-platforms-2026-07-27","runArtifactIds":["ee87737d-d98a-4ad3-b5ec-25af679d554a","206f23eb-e0a3-44d4-86e9-5f3310d86829","bb0f7052-25dd-4eb7-be9e-b01338161e6e"],"parentSnapshotId":"7ff3ac47-7436-4ba2-8cfb-8a3eecb28295","providerMatrixVersion":"64232fd32583"}
Open primary evidence ↗

Cite this data

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Plain textCloud Platforms Engine Disagreement by Prompt. Rank.ai, data as of August 13, 2026. https://www.rank.ai/rankings/cloud-platforms/cloud-platforms-prompt-engine-disagreement
HTML<a href="https://www.rank.ai/rankings/cloud-platforms/cloud-platforms-prompt-engine-disagreement">Cloud Platforms Engine Disagreement by Prompt</a> — Rank.ai, data as of August 13, 2026
Markdown[Cloud Platforms Engine Disagreement by Prompt](https://www.rank.ai/rankings/cloud-platforms/cloud-platforms-prompt-engine-disagreement) — Rank.ai, data as of August 13, 2026
APARank.ai. (2026). Cloud Platforms Engine Disagreement by Prompt. Retrieved September 10, 2026, from https://www.rank.ai/rankings/cloud-platforms/cloud-platforms-prompt-engine-disagreement

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Cloud platforms engine disagreement by prompt

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view

Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.

Component ledger

flat since prior snapshot

Source trail

More in Cloud platforms

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Resources

Company

Brand vs. market

Prompt × engine matrix

Sources shaping this filtered view

Public prompt	OpenAIopenai/gpt-4o-mini	Anthropicanthropic/claude-haiku-4-5	Geminigoogle/gemini-2.5-flash
01 Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications?recommendation	Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud 4 source URLs`fc4876f1`	No selected brand 0 source URLs`3331e907`	Amazon Web ServicesMicrosoft AzureGoogle Cloud · C1 6 source URLs`dad45710`
02 Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.recommendation	Amazon Web ServicesMicrosoft AzureGoogle Cloud 5 source URLs`5bd0e40d`	No selected brand 0 source URLs`db3eeb2f`	Amazon Web ServicesMicrosoft AzureGoogle Cloud 0 source URLs`ef8b19d1`
03 Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?recommendation	Amazon Web ServicesMicrosoft AzureGoogle Cloud 5 source URLs`ca3b038a`	No selected brand 0 source URLs`88fa1d07`	Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud · C1 8 source URLs`370fcb1b`
04 Recommend 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 5 source URLs`b7bca876`	No selected brand 0 source URLs`e622857c`	Amazon Web ServicesMicrosoft AzureGoogle Cloud 4 source URLs`82a52bdc`
05 Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?recommendation	Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud 3 source URLs`1e44b1e5`	No selected brand 0 source URLs`c5a5d195`	Amazon Web ServicesMicrosoft AzureGoogle Cloud 6 source URLs`dc250356`
06 Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.recommendation	Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud 8 source URLs`3f3a1165`	No selected brand 0 source URLs`9de60ea7`	No selected brand 9 source URLs`3080e3ea`
07 Which 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 5 source URLs`58ab973e`	No selected brand 0 source URLs`e071bea4`	Amazon Web ServicesMicrosoft AzureGoogle Cloud · C1 5 source URLs`613e7bbe`
08 What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale?recommendation	Amazon Web ServicesMicrosoft AzureGoogle Cloud 7 source URLs`19ab68a4`	Amazon Web ServicesMicrosoft AzureGoogle Cloud 4 source URLs`81e021f5`	Amazon Web ServicesMicrosoft AzureGoogle Cloud 6 source URLs`d4e3cd6f`
09 Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.commercial	Amazon Web ServicesMicrosoft AzureGoogle Cloud · C1 8 source URLs`4c7b6e38`	No selected brand 0 source URLs`36395081`	Amazon Web ServicesMicrosoft AzureGoogle Cloud 2 source URLs`c0d972e0`
10 How should a buyer compare cloud pricing, discounts, support plans, network egress, and total operating cost?commercial	Amazon Web ServicesMicrosoft Azure 6 source URLs`c64c5088`	No selected brand 0 source URLs`50506d0d`	Amazon Web ServicesGoogle Cloud 0 source URLs`2e423e32`
11 Create a proof-of-concept scorecard for comparing cloud providers on availability, failure recovery, quotas, observability, and support.commercial	No selected brand 0 source URLs`427b669d`	No selected brand 0 source URLs`c6bbfa51`	No selected brand 0 source URLs`73fa44b3`
12 Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?commercial	No selected brand 8 source URLs`fa46f063`	No selected brand 0 source URLs`8d583c62`	Amazon Web Services · C1 10 source URLs`a772d02d`
13 Compare cloud platforms for managed relational, document, cache, warehouse, and globally distributed database workloads.commercial	Amazon Web ServicesMicrosoft AzureGoogle Cloud · C1 2 source URLs`1eedc347`	No selected brand 0 source URLs`c83ca0d3`	Amazon Web Services · C1Microsoft AzureGoogle Cloud · C1 6 source URLs`d9b9e79a`
14 Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering.commercial	Amazon Web ServicesMicrosoft AzureGoogle Cloud 8 source URLs`ead5cf34`	No selected brand 0 source URLs`eb10126a`	Amazon Web ServicesMicrosoft AzureGoogle Cloud 4 source URLs`92134cef`
15 What should a technical buying team negotiate in a strategic cloud agreement covering commitments, portability, support, and exit terms?commercial	No selected brand 6 source URLs`6b40f9bf`	No selected brand 0 source URLs`6696c7f1`	No selected brand 0 source URLs`4d142776`
16 Create a shortlist of cloud infrastructure vendors for a global company modernizing applications, data, security, and AI.commercial	Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud 4 source URLs`e79e4557`	No selected brand 0 source URLs`998884f8`	Amazon Web ServicesMicrosoft AzureGoogle CloudOracle Cloud 5 source URLs`93899427`