Eight of fourteen models named Amazon Web Services first on the direct prompt; one named Vultr. Amazon Web Services was named by fourteen of the fourteen models and Vultr by eleven and Amazon Web Services carries 59 labels and Vultr 29, so the shares are not directly comparable.
Named in three 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, Amazon Web Services and Vultr were named in the same answer forty-seven times, of the 190 answers naming Amazon Web Services and the 62 naming Vultr. In those answers Vultr took the first choice four times and Amazon Web Services twelve.
| 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 eight in this category shown.
“Avoid AWS and Azure for limited budgets” Kimi K2 · budget prompt · hard negative
“Raw hyperscalers like AWS, Google Cloud, and Azure if you want simple hosting for a small site or startup, because they are often too complex” Perplexity Sonar · negative prompt · soft negative
“AWS and Google Cloud both had multiple outages affecting core services and authentication/infrastructure components in recent history.” GPT-5.4 mini · negative prompt · soft negative
“As the first mover in the industry, AWS holds the largest market share. It offers the broadest selection of services and the most mature global infrastructure.” Qwen 3.7 Flash · comparative prompt · first choice
“the best cloud hosting providers for a mid-market B2B company are typically Amazon Web Services (AWS), Microsoft Azure, and Google Cloud Platform (GCP)” Mistral Small · direct prompt · first choice
“Broadest services (240+), massive ecosystem, mature scalability/security. Pioneer/leader (30-31% market share). ... AWS wins most new workloads for breadth” Grok 4.1 Fast · direct 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.