Seven of fourteen models named Amazon Web Services first on the direct prompt; one named DigitalOcean Droplets. Both were named by all fourteen models and Amazon Web Services carries 61 labels and DigitalOcean Droplets 51, so the shares are not directly comparable.
Named in six 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 November 2026 Edition, Amazon Web Services and DigitalOcean Droplets were named in the same answer 113 times, of the 196 answers naming Amazon Web Services and the 136 naming DigitalOcean Droplets. In those answers DigitalOcean Droplets took the first choice thirty-nine times and Amazon Web Services thirty-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 4.20 | ||||||
| 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. Six of eight in this category shown.
“Avoid big providers like AWS, Azure, or Google Cloud unless you're using their free tiers” Grok 4.20 · budget prompt · hard negative
“Hyperscalers (AWS/Azure/GCP) can charge heavy fees to move data out of their network... High complexity; requires dedicated FinOps/DevOps; egress fees and support plans can be expensive.” Gemini 3.5 Flash · scale prompt · soft negative
“Choose AWS/Azure/GCP only if you need their broader enterprise ecosystem... enough to justify the added cost/complexity.” GPT-5.4 mini · budget prompt · soft negative
“Largest and most mature cloud platform with 200+ services... Choose AWS if you need the most services, global coverage, and proven reliability” Kimi K2 · comparative prompt · first choice
“Dominates with 200+ services, massive global infrastructure... Best for enterprises and developers needing unlimited scalability.” MiniMax M2.5 · comparative prompt · first choice
“AWS is generally the most mature and broadest cloud platform... usually the default choice if you want the widest service catalog” GPT-5.4 mini · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid hyperspecialized ones like Alibaba or DigitalOcean” Grok 4.20 · paraphrase prompt · hard negative
“many users complain that their support is limited to ticket-based systems with slow response times during outages” Qwen 3.7 Flash · negative prompt · soft negative
“consider alternative cloud hosting providers that offer more transparent pricing and better customer support, such as DigitalOcean, Ionos, and HostColor.com” Llama 4 Maverick · negative prompt · first choice
“either a managed provider like Cloudways or Atlantic.Net, or a simplified hyperscaler approach (DigitalOcean or Linode) offers the best balance” GLM 4.7 FlashX · direct prompt · first choice
“Best Overall Value & Predictable Pricing ... DigitalOcean ... Flat, predictable monthly billing with clear resource limits.” Gemini 3.5 Flash · 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.