Zero of fourteen models named Linode Kubernetes Engine first on the direct prompt; zero named Civo Kubernetes. Linode Kubernetes Engine was named by twelve of the fourteen models and Civo Kubernetes by eight and Linode Kubernetes Engine carries 20 labels and Civo Kubernetes 10, so the shares are not directly comparable.
Named in one category 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 managed kubernetes platforms page.
Across every category in the November 2026 Edition, Linode Kubernetes Engine and Civo Kubernetes were named in the same answer twenty times, of the 59 answers naming Linode Kubernetes Engine and the 28 naming Civo Kubernetes. In those answers Civo Kubernetes took the first choice three times and Linode Kubernetes Engine one.
| 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.
“Mid-tier cloud providers are excellent for developer side-projects... but they carry distinct limitations for large-scale production” Gemini 3.5 Flash · negative prompt · soft negative
“Smaller Cloud Providers (DigitalOcean, Linode, etc.)... they lack the enterprise maturity of the hyperscalers” GLM 4.7 FlashX · negative prompt · soft negative
“Smaller/Niche Providers (DigitalOcean, Linode, Vultr, etc.) — ⚠️ Depends on Use Case” DeepSeek V4 Flash · negative prompt · soft negative
“is DigitalOcean Kubernetes (DOKS) or Linode Kubernetes Engine (LKE). Both offer a free control plane and nodes starting at $12/month.” Llama 4 Maverick · budget prompt · first choice
“Linode LKE for a free control plane with price stability” Muse Glimmer 30B · budget prompt · first choice
“Lightweight managed Kubernetes offerings designed for simplicity, ease of use, and predictable pricing.” Gemini 3.5 Flash · comparative prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Mid-tier cloud providers are excellent for developer side-projects... but they carry distinct limitations for large-scale production” Gemini 3.5 Flash · negative prompt · soft negative
“Civo offers the best value with a free HA control plane, no egress fees, and very competitive worker node pricing” Kimi K2 · budget prompt · first choice
“Very cost-sensitive teams wanting rapid cluster creation | Smaller ecosystem and less mature enterprise feature set” Perplexity Sonar · budget prompt · alternative
“Other options include Civo, Vultr, and Scaleway Kapsule, which are also budget-friendly” Llama 4 Maverick · 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.