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Category intelligence / infrastructure

Cloud platforms

Hyperscale, sovereign, developer, and alternative clouds ranked across a fixed infrastructure, data, security, and AI buying corpus.

Live tables10Publication-gated datasets
Entities ranked12Lead table coverage
Confidence100%Lead table mean
Latest publicationJul 27, 2026UTC publication date
Evidence catalog

Live Cloud tables

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Only boards with a current published source are listed
TableCoverageConfidenceFreshnessCadenceUpdatedOpen
Cloud platform rankReviewed cloud platforms ranked by recommendation-prompt presence across three configured model APIs.12100%currentdailyJul 27, 2026View table →
Cloud platform presenceReviewed providers ranked by presence across every answer in the complete category cohort.12100%currentdailyJul 27, 2026View table →
Cloud platform citation shareReviewed providers ranked by distinct answer-level citations to their canonical domains.12100%currentdailyJul 27, 2026View table →
Cloud platform engine breadthReviewed providers ranked by the number of configured model APIs on which they appear.12100%currentdailyJul 27, 2026View table →
Cloud platforms in OpenAI model API answersProvider presence in the fixed OpenAI configured-model API cohort; not the ChatGPT consumer application.12100%currentdailyJul 27, 2026View table →
Cloud platforms in Anthropic model API answersProvider presence in the fixed Anthropic configured-model API cohort; not the Claude consumer application.12100%currentdailyJul 27, 2026View table →
Cloud platforms in Gemini model API answersProvider presence in the fixed Gemini configured-model API cohort; not the Gemini consumer application.12100%currentdailyJul 27, 2026View table →
Cloud buying-prompt leadersThe leading reviewed provider for every neutral cloud buying prompt, with exact cross-engine consensus.16100%currentdailyJul 27, 2026View table →
Cloud platform engine disagreementBuying prompts ranked by how differently the configured engines surface the reviewed provider universe.16100%currentdailyJul 27, 2026View table →
Most-cited domains for cloud buying promptsURL-derived citation hostnames ranked by complete-cohort cited-answer coverage, breadth, and position.195100%currentdailyJul 27, 2026View table →
Latest

Current category leaders

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Cloud Platform Rank · Recommendation-prompt presence · Refresh: daily. Publication requires at least 100% mean confidence. At least 12 entities must clear the quality gate.
RankEntityPublished valueMovementConfidenceSignalProfile
01Google Cloudcompany91.7%100%Evidence →
02Amazon Web Servicescompany91.7%100%Evidence →
03Microsoft Azurecompany91.7%100%Evidence →
04IBM Cloudcompany29.2%100%Evidence →
05Oracle Cloudcompany20.8%100%Evidence →
06DigitalOceancompany8.3%100%Evidence →
07OVHcloudcompany8.3%100%Evidence →
08Alibaba Cloudcompany4.2%100%Evidence →
09Cloudflare Developer Platformcompany4.2%100%Evidence →
10Hetzner Cloudcompany4.2%100%Evidence →
11Akamai Cloudcompany0.0%100%Evidence →
12Vultrcompany0.0%100%Evidence →
Corpus cloud-platforms-2026-07-27 / 3 providers

Questions shaping this market

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Published benchmark prompts with answer and citation coverage; full private answers are not exposed here
Buyer promptIntentCurrent leaderAnswersProvidersCitationsOwned citationsChallenge
Which cloud platforms are strongest for a large enterprise running a mixed portfolio of modern and legacy applications?recommendationAmazon Web Services · 1233182Run live →
Recommend a cloud platform for production AI workloads that need managed models, accelerators, data services, and strong observability.recommendationAmazon Web Services · 1133163Run live →
Which cloud platform is best for a governed lakehouse, streaming analytics, business intelligence, and machine learning stack?recommendationGoogle Cloud · 1433244Run live →
Recommend a cloud platform for a small engineering team building serverless web applications with managed databases and low operations overhead.recommendationGoogle Cloud · 1433152Run live →
Which cloud platforms are strongest for regulated workloads that require private networking, auditability, compliance, and key control?recommendationMicrosoft Azure · 1633161Run live →
Recommend cloud providers for organizations that need sovereign deployment options, broad regional coverage, and data-residency controls.recommendationAmazon Web Services · 1333173Run live →
Which cloud platforms offer the strongest hybrid and multicloud operations for workloads spanning datacenters, edge sites, and public regions?recommendationAmazon Web Services · 1933203Run live →
What cloud platform should a startup evaluate for predictable costs, simple deployment, developer support, and room to scale?recommendationGoogle Cloud · 1633170Run live →
Compare cloud platforms on service breadth, reliability, regions, security, support, developer experience, and enterprise governance.commercialAmazon Web Services · 4633213Run live →
How should a buyer compare cloud pricing, discounts, support plans, network egress, and total operating cost?commercialAmazon Web Services · 1333232Run live →
Create a proof-of-concept scorecard for comparing cloud providers on availability, failure recovery, quotas, observability, and support.commercialAmazon Web Services · 183371Run live →
Which criteria expose migration complexity and lock-in risk when selecting a strategic cloud platform?commercial33181Run live →
Compare cloud platforms for managed relational, document, cache, warehouse, and globally distributed database workloads.commercialMicrosoft Azure · 4533183Run live →
Compare cloud platforms for managed Kubernetes, container security, service networking, autoscaling, and platform engineering.commercialMicrosoft Azure · 3833212Run live →
What should a technical buying team negotiate in a strategic cloud agreement covering commitments, portability, support, and exit terms?commercial33212Run live →
Create a shortlist of cloud infrastructure vendors for a global company modernizing applications, data, security, and AI.commercialAmazon Web Services · 1533171Run live →
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