Four of fourteen models named Microsoft Azure first on the direct prompt; one named Vultr. Microsoft Azure was named by fourteen of the fourteen models and Vultr by eleven and Microsoft Azure carries 37 labels and Vultr 29, so the shares are not directly comparable.
Named in five 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 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 Vultr were named in the same answer twenty-seven times, of the 127 answers naming Microsoft Azure and the 62 naming Vultr. In those answers Vultr took the first choice two times and Microsoft Azure five.
| 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. Six of seven in this category shown.
“such as DigitalOcean or Vultr ... trade simplicity and lower cost for fewer enterprise features” Perplexity Sonar · negative prompt · soft negative
“Generally has worse uptime than DigitalOcean according to multiple comparisons” GLM 4.7 FlashX · negative prompt · soft negative
“these are generally better suited to: Smaller teams (fewer managed services)” DeepSeek V4 Flash · paraphrase prompt · soft negative
“DigitalOcean or Vultr at the $5–6/month tier offers the best balance of cost, reliability, and usability” DeepSeek V4 Flash · budget prompt · first choice
“DigitalOcean or Vultr provide excellent value with simpler management” Kimi K2 · direct prompt · first choice
“Vultr simplifies cloud hosting at highly economical costs, with plans starting at as low as $2.5/month.” Muse Glimmer 30B · budget prompt · alternative
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.