Nine of fourteen models named Microsoft Azure first on the direct prompt; one named Akamai Connected Cloud. Microsoft Azure was named by fourteen of the fourteen models and Akamai Connected Cloud by eleven and Microsoft Azure carries 41 labels and Akamai Connected Cloud 30, so the shares are not directly comparable.
Named in four categories this edition.
Named in four 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 November 2026 Edition, Microsoft Azure and Akamai Connected Cloud were named in the same answer thirty-eight times, of the 142 answers naming Microsoft Azure and the 90 naming Akamai Connected Cloud. In those answers Akamai Connected Cloud took the first choice two times and Microsoft Azure nine.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Five of six in this category shown.
“Recent public incident reports from Google Cloud and Microsoft Azure show that major providers can still have region-wide or multi-service disruptions” GPT-5.4 mini · negative prompt · soft negative
“Hyperscalers (AWS/Azure/GCP) can charge heavy fees to move data out of their network” Gemini 3.5 Flash · scale prompt · soft negative
“For most mid-sized B2B companies, Microsoft Azure often provides the best balance of enterprise features, compliance certifications, and ecosystem integration” MiniMax M2.5 · paraphrase prompt · first choice
“Azure is frequently the top choice for traditional mid-market B2B companies, especially those heavily integrated into the Microsoft ecosystem.” Gemini 3.5 Flash · direct prompt · first choice
“Start with Azure if you already use Microsoft products—maximizes value from existing licenses and minimizes learning curve” MiniMax M2.5 · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Linode (Akamai) or Vultr are often praised for better support than DigitalOcean and more transparent pricing than AWS” Qwen 3.7 Flash · negative prompt · first choice
“a simplified hyperscaler approach (DigitalOcean or Linode) offers the best balance of cost, complexity, and support” GLM 4.7 FlashX · direct prompt · first choice
“DigitalOcean or Linode typically offer the best combination of affordability, ease of use, and performance” Claude Haiku 4.5 · budget 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.