Four of fourteen models named Microsoft Azure first on the direct prompt; one named Google Cloud. Microsoft Azure was named by fourteen of the fourteen models and Google Cloud by thirteen and Microsoft Azure carries 37 labels and Google Cloud 57, so the shares are not directly comparable.
Named in five categories this edition.
Named in twenty-three 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 October 2026 Edition, Microsoft Azure and Google Cloud were named in the same answer 113 times, of the 127 answers naming Microsoft Azure and the 253 naming Google Cloud. In those answers Google Cloud took the first choice one time and Microsoft Azure twenty-eight.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| 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. Six of seven in this category shown.
“the breadth offered by AWS, Microsoft Azure, and Google Cloud can create billing and support challenges for small teams” Claude Haiku 4.5 · direct prompt · soft negative
“not recommended for limited budgets because their pay-as-you-go billing is highly complex” Gemini 3.5 Flash · budget prompt · soft negative
“Longest average outages (14.6 hours per incident ... ) ... watch for global disruptions.” Grok 4.1 Fast · negative prompt · soft negative
“Start with Azure if: You use Microsoft products, need strong hybrid cloud, or have existing Microsoft licenses” GLM 4.7 FlashX · direct prompt · first choice
“the major hyperscalers (AWS, Microsoft Azure, Google Cloud Platform) generally offer superior reliability” DeepSeek V4 Flash · negative prompt · first choice
“For most mid-sized B2B companies, Microsoft Azure is the safest and most business-aligned choice” Gemini 3.5 Flash · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Raw hyperscalers like AWS, Google Cloud, and Azure ... require more self-management, and can become expensive” Perplexity Sonar · negative prompt · soft negative
“the major hyperscalers (AWS, Microsoft Azure, Google Cloud Platform) generally offer superior reliability” DeepSeek V4 Flash · negative prompt · first choice
“Google Cloud Platform (GCP) is known for its data analytics, AI/ML capabilities, and competitive pricing” Mistral Small · direct prompt · first choice
“GCP (3rd, fastest-growing ~28% YoY) | Data analytics, AI/ML, containers” Grok 4.1 Fast · 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.