Nine of fourteen models named Microsoft Azure first on the direct prompt; seven named Amazon Web Services. Both were named by all fourteen models and Microsoft Azure carries 41 labels and Amazon Web Services 61, so the shares are not directly comparable.
Named in four categories this edition.
Named in six categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the cloud hosting page.
Across every category in the November 2026 Edition, Microsoft Azure and Amazon Web Services were named in the same answer 123 times, of the 142 answers naming Microsoft Azure and the 196 naming Amazon Web Services. In those answers Amazon Web Services took the first choice thirty-nine times and Microsoft Azure twenty-four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Recent public incident reports from Google Cloud and Microsoft Azure show that major providers can still have region-wide or multi-service disruptions” GPT-5.4 mini · negative prompt · soft negative
“Hyperscalers (AWS/Azure/GCP) can charge heavy fees to move data out of their network” Gemini 3.5 Flash · scale prompt · soft negative
“For most mid-sized B2B companies, Microsoft Azure often provides the best balance of enterprise features, compliance certifications, and ecosystem integration” MiniMax M2.5 · paraphrase prompt · first choice
“Azure is frequently the top choice for traditional mid-market B2B companies, especially those heavily integrated into the Microsoft ecosystem.” Gemini 3.5 Flash · direct prompt · first choice
“Start with Azure if you already use Microsoft products—maximizes value from existing licenses and minimizes learning curve” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid big providers like AWS, Azure, or Google Cloud unless you're using their free tiers” Grok 4.20 · budget prompt · hard negative
“Hyperscalers (AWS/Azure/GCP) can charge heavy fees to move data out of their network... High complexity; requires dedicated FinOps/DevOps; egress fees and support plans can be expensive.” Gemini 3.5 Flash · scale prompt · soft negative
“Choose AWS/Azure/GCP only if you need their broader enterprise ecosystem... enough to justify the added cost/complexity.” GPT-5.4 mini · budget prompt · soft negative
“Largest and most mature cloud platform with 200+ services... Choose AWS if you need the most services, global coverage, and proven reliability” Kimi K2 · comparative prompt · first choice
“Dominates with 200+ services, massive global infrastructure... Best for enterprises and developers needing unlimited scalability.” MiniMax M2.5 · comparative prompt · first choice
“AWS is generally the most mature and broadest cloud platform... usually the default choice if you want the widest service catalog” GPT-5.4 mini · comparative prompt · first choice
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.