Eight of fourteen models named Amazon Web Services first on the direct prompt; one named Google Cloud. Amazon Web Services was named by fourteen of the fourteen models and Google Cloud by thirteen and Amazon Web Services carries 59 labels and Google Cloud 57, so the shares are not directly comparable.
Named in three 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, Amazon Web Services and Google Cloud were named in the same answer 158 times, of the 190 answers naming Amazon Web Services and the 253 naming Google Cloud. In those answers Google Cloud took the first choice one time and Amazon Web Services sixty-three.
| 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. 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.