Six of twelve models named Amazon Web Services first on the direct prompt; five named Microsoft Azure. Both were named by all twelve models and Amazon Web Services carries 58 labels and Microsoft Azure 35, so the shares are not directly comparable.
Named in two categories this edition.
Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
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.
“Avoid big clouds like AWS/GCP/Azure for tiny budgets” Grok 4.1 Fast · budget prompt · hard negative
“Hyperscalers (AWS, Azure, GCP): Best if you need incredibly complex, cutting-edge services... However, they are highly complex and can be very expensive.” Gemini 3.5 Flash · scale prompt · soft negative
“A major trap for budget-conscious companies is choosing "hyperscalers" like AWS, Google Cloud, or Microsoft Azure” Gemini 3.5 Flash · budget prompt · soft negative
“AWS is usually considered the most comprehensive cloud platform, with the broadest range of services and the deepest ecosystem.” GPT-5.4 mini · comparative prompt · first choice
“If you have no strong existing-preference signal: AWS. It's the safest, most flexible choice for a mid-sized B2B company” DeepSeek V4 Flash · paraphrase prompt · first choice
“Choose AWS if you are building a complex, highly scalable application and have the technical expertise to manage it.” Qwen 3.7 Flash · direct 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.
“their complex pay-as-you-go pricing, steep learning curves, and high data transfer (egress) fees frequently lead to "sticker shock" invoices” Gemini 3.5 Flash · budget prompt · soft negative
“Best for: B2B companies heavily integrated into the Microsoft ecosystem... Azure is almost always the path of least resistance.” Gemini 3.5 Flash · direct prompt · first choice
“Azure = "the Microsoft-centric, hybrid-cloud champion" – the natural choice for organisations deeply invested in Windows” MiniMax M2.5 · comparative prompt · first choice
“Choose Azure if your company uses Microsoft products extensively or needs to bridge on-premise servers with the cloud.” Qwen 3.7 Flash · direct prompt · first choice
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.