Managed Kubernetes platforms · November 2026 Edition
Azure Kubernetes Service vs Amazon EKS
One of fourteen models named Azure Kubernetes Service first on the direct prompt; zero named Amazon EKS. Both were named by all fourteen models and Azure Kubernetes Service carries 66 labels and Amazon EKS 72, so the shares are not directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share9%4%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate20%28%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#3#4A position in a field of 12; printed, not drawn.
Labels6672A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Azure Kubernetes Service reading right to left. Rank and label count are printed, not drawn.Google Kubernetes Engine was named alongside these two in twelve of the fourteen direct answers. Google Kubernetes Engine vs Azure Kubernetes Service · Google Kubernetes Engine vs Amazon EKS · DigitalOcean Kubernetes vs Azure Kubernetes Service
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.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Azure Kubernetes ServiceFirst choices, of fourteen modelsAmazon EKS
Direct10
Paraphrase221 against Amazon EKS
Comparative00
Budget-constrained004 against Azure Kubernetes Service · 8 against Amazon EKS
Scale-constrained10
Negative109 against Azure Kubernetes Service · 11 against Amazon EKS
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the November 2026 Edition, Azure Kubernetes Service and Amazon EKS were named in the same answer 197 times, of the 200 answers naming Azure Kubernetes Service and the 223 naming Amazon EKS. In those answers Amazon EKS took the first choice five times and Azure Kubernetes Service seven.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Azure Kubernetes Service and Amazon EKS stood in it.
| 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 | | | | | |
Azure Kubernetes Service Amazon EKS first choice named as an alternative argued againstblank: not namedEach cell is one answer, Azure Kubernetes Service on the left and Amazon EKS on the right.The direct prompt
The plain question, one answer per model, grouped by where Azure Kubernetes Service and Amazon EKS stood in it.
Azure Kubernetes Service first, Amazon EKS an alternative
1 of 14 modelsAmazon EKS was named in the answer but not as the choice, or not at all.GLM 4.7 FlashXAzure Kubernetes Service alternatives: Amazon EKS, Google Kubernetes Engine, Rancher
Neither was the first choice, one was named
11 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniGoogle Kubernetes Engine alternatives: Amazon EKS
Gemini 3.5 FlashGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, Porter, Qovery
Perplexity SonarGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, DigitalOcean Kubernetes
Grok 4.20Google Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, Red Hat OpenShift
Mistral SmallGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, Northflank, Red Hat OpenShift
DeepSeek V4 FlashGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, DigitalOcean Kubernetes
Llama 4 MaverickGoogle Kubernetes Engine alternatives: Amazon EKS, Atmosly, DigitalOcean Kubernetes
Qwen 3.7 FlashGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, Rancher, Red Hat OpenShift
Kimi K2Google Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service
GPT-6 LunaGoogle Kubernetes Engine alternatives: AKS Automatic, Amazon EKS
Muse Glimmer 30BGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, Mirantis Kubernetes Engine, Rancher, Red Hat OpenShift, VMware Tanzu
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Claude Haiku 4.5no first choice
MiniMax M2.5no first choice
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.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Level: the same share of first choices.
Azure Kubernetes Service0%#5 of 14Amazon EKS0%#13 of 14Mid-marketThe figures above
Azure Kubernetes Service leads by four points.
Azure Kubernetes Service9%#3 of 12Amazon EKS4%#4 of 12Enterprise
Azure Kubernetes Service leads by two points.
Azure Kubernetes Service9%#3 of 8Amazon EKS6%#4 of 8What the models said about Azure Kubernetes Service
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What to Avoid (The "Expensive" Options) ... AWS EKS, Google GKE, and Azure AKS ... budget killers” Qwen 3.7 Flash · budget prompt · hard negative
“I would never ever recommend Azure to literally any organization no matter the size.” Muse Glimmer 30B · negative prompt · hard negative
“Often described as "mostly bad" experiences, especially for non-Azure-native teams.” Grok 4.20 · negative prompt · hard negative
“start with GKE Autopilot (highest level of management) or AKS (if Microsoft-aligned)” Grok 4.20 · scale prompt · first choice
“For production at scale: Stick with GKE or AKS unless you have strong reasons to prefer AWS.” DeepSeek V4 Flash · negative prompt · first choice
“### 1. Azure Kubernetes Service (AKS) — Best for Microsoft-centric organizations” GLM 4.7 FlashX · paraphrase prompt · first choice
What the models said about Amazon EKS
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“What to Avoid (The "Expensive" Options) ... AWS EKS, Google GKE, and Azure AKS ... introduce several "budget killers"” Qwen 3.7 Flash · budget prompt · hard negative
“Frequently cited as one of the most frustrating... Many teams report it as a "nightmare" for anything beyond basic setups.” Grok 4.20 · negative prompt · hard negative
“Avoid AWS EKS for tight budgets unless you have heavy AWS usage (control plane fees + EC2 costs add up quickly).” Grok 4.20 · budget prompt · hard negative
“For most mid-sized B2B companies, EKS, GKE, or AKS are the top picks due to their maturity and ecosystem.” Mistral Small · paraphrase prompt · first choice
“EKS is usually the safest default for a mid-sized B2B company” GPT-5.4 mini · paraphrase prompt · first choice
“Preferable if the company already relies heavily on AWS services... typically requires more platform-engineering effort.” Perplexity Sonar · paraphrase prompt · alternative
Also compared
Google Kubernetes Engine vs Azure Kubernetes ServiceGoogle Kubernetes Engine vs Amazon EKSDigitalOcean Kubernetes vs Azure Kubernetes ServiceDigitalOcean Kubernetes vs Amazon EKSAzure Kubernetes Service vs Linode Kubernetes EngineAzure Kubernetes Service vs Civo KubernetesAmazon EKS vs Linode Kubernetes EngineAmazon EKS vs Civo KubernetesAll fifteen head-to-head pages and the full managed kubernetes standing
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.