Six of twelve models named Amazon Web Services first on the direct prompt; zero named DigitalOcean. Both were named by all twelve models and Amazon Web Services carries 58 labels and DigitalOcean 46, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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. Six of eight in this category shown.
“they're usually less ideal for a company that expects significant scaling, compliance needs, or complex enterprise requirements” GPT-5.4 mini · paraphrase prompt · soft negative
“They generally lack the heavy compliance auditing, advanced identity management (IAM), and global scale” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Lower reliability scores ... recycled IPs often blacklisted ... better for devs okay with self-managing” Grok 4.1 Fast · negative prompt · soft negative
“### 1. DigitalOcean ... Simple pricing, predictable costs, great documentation | Simplest setup | DigitalOcean |” MiniMax M2.5 · budget prompt · first choice
“I'd start with Hetzner Cloud for cheapest good performance, or DigitalOcean if you value ease of use more.” GPT-5.4 mini · budget prompt · first choice
“Known for its predictable pricing and ease of use, DigitalOcean is a popular choice for mid-sized businesses.” Llama 4 Maverick · paraphrase 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.