Managed Kubernetes platforms · October 2026 Edition
Amazon EKS vs Azure Kubernetes Service
Three of fourteen models named Amazon EKS first on the direct prompt; three named Azure Kubernetes Service. Both were named by all fourteen models and both carry 71 labels, so the shares below are directly comparable.
Named in one category this edition.
Named in one category this edition.
First-choice share15%12%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate32%17%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#4A position in a field of 10; printed, not drawn.
Labels7171Equal, which is what makes the shares comparable.
The two percentage rows are drawn on one 0 to 100 track, Amazon EKS 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 Amazon EKS · Google Kubernetes Engine vs Azure Kubernetes Service · Amazon EKS vs DigitalOcean Kubernetes
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.
Amazon EKSFirst choices, of fourteen modelsAzure Kubernetes Service
Direct332 against Amazon EKS
Paraphrase52
Comparative22
Budget-constrained019 against Amazon EKS · 5 against Azure Kubernetes Service
Scale-constrained22
Negative0212 against Amazon EKS · 7 against Azure Kubernetes Service
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 October 2026 Edition, Amazon EKS and Azure Kubernetes Service were named in the same answer 192 times, of the 214 answers naming Amazon EKS and the 201 naming Azure Kubernetes Service. In those answers Azure Kubernetes Service took the first choice thirteen times and Amazon EKS sixteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Amazon EKS and Azure Kubernetes Service 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 4.1 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 | | | | |
Amazon EKS Azure Kubernetes Service first choice named as an alternative argued againstblank: not namedEach cell is one answer, Amazon EKS on the left and Azure Kubernetes Service on the right.The direct prompt
The plain question, one answer per model, grouped by where Amazon EKS and Azure Kubernetes Service stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Mistral SmallAmazon EKS, Azure Kubernetes Service, Google Kubernetes Engine alternatives: DigitalOcean Kubernetes, Rancher, Red Hat OpenShift
Amazon EKS first, Azure Kubernetes Service not the choice
2 of 14 modelsAzure Kubernetes Service was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Amazon EKS, Google Kubernetes Engine alternatives: DigitalOcean Kubernetes, Linode Kubernetes Engine
GPT-5.4 miniAmazon EKS, Google Kubernetes Engine
Azure Kubernetes Service first, Amazon EKS not the choice
2 of 14 modelsAmazon EKS was named in the answer but not as the choice, or not at all.Kimi K2Azure Kubernetes Service alternatives: DigitalOcean Kubernetes, Google Kubernetes Engine
MiniMax M2.5Azure Kubernetes Service, Google Kubernetes Engine alternatives: Platform9 Managed Kubernetes, Rancher
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.Gemini 3.5 FlashGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, DigitalOcean Kubernetes
Perplexity SonarGoogle Kubernetes Engine alternatives: Azure Kubernetes Service, Northflank, Red Hat OpenShift
Grok 4.1 FastGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, DOKS, RKE2, Rancher
DeepSeek V4 FlashGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, DigitalOcean Kubernetes
Qwen 3.7 FlashMicrosoft Azure alternatives: Amazon EKS, DigitalOcean Kubernetes, Google Cloud, Linode Kubernetes Engine, Rancher
GLM 4.7 FlashXGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, Oracle Container Engine for Kubernetes, Rackspace Spot
Muse Glimmer 30BGoogle Kubernetes Engine alternatives: Amazon EKS, Azure Kubernetes Service, DigitalOcean Kubernetes
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 MaverickLinode Kubernetes Engine alternatives: Northflank, Platform9 Managed Kubernetes
GPT-6 LunaGoogle Kubernetes Engine alternatives: AKS Automatic, Amazon EKS Auto Mode
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.
Amazon EKS2%#7 of 10Azure Kubernetes Service2%#6 of 10Mid-marketThe figures above
Amazon EKS leads by three points.
Amazon EKS15%#2 of 10Azure Kubernetes Service12%#4 of 10Enterprise
Amazon EKS leads by six points.
Amazon EKS25%#2 of 9Azure Kubernetes Service19%#3 of 9What 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.
“Avoid EKS / AKS / GKE if you need low operational overhead on a tight budget or want maximum portability.” Muse Glimmer 30B · negative prompt · hard negative
“Avoid for tight budgets: Big 3 (GKE/AKS/EKS) due to control plane fees” Grok 4.1 Fast · budget prompt · hard negative
“"the worst managed Kubernetes provider out of all the major players."” MiniMax M2.5 · negative prompt · hard negative
“AWS EKS or Google GKE are often the safest bets due to their maturity, extensive ecosystems, and reliability” Claude Haiku 4.5 · direct prompt · first choice
“For most teams, the shortlist is Amazon EKS, Google Kubernetes Engine (GKE), and Azure Kubernetes Service (AKS).” GPT-6 Luna · comparative prompt · first choice
“Go with Amazon EKS (with Karpenter) if you are already on AWS and want the largest ecosystem of tools and talent.” Gemini 3.5 Flash · paraphrase prompt · first choice
What 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.
“Avoid EKS / AKS / GKE if you need low operational overhead on a tight budget or want maximum portability.” Muse Glimmer 30B · negative prompt · hard negative
“Avoid for tight budgets: Big 3 (GKE/AKS/EKS) due to control plane fees” Grok 4.1 Fast · budget prompt · hard negative
“AKS upgrades have historically been the most painful of the major three cloud providers, though they have improved.” Claude Haiku 4.5 · negative prompt · soft negative
“For most teams, the shortlist is Amazon EKS, Google Kubernetes Engine (GKE), and Azure Kubernetes Service (AKS).” GPT-6 Luna · comparative prompt · first choice
“Azure AKS (free control plane) and DigitalOcean Kubernetes are top choices for small businesses” Mistral Small · budget prompt · first choice
“The leading managed Kubernetes platforms are Amazon EKS, Google GKE, and Azure AKS” MiniMax M2.5 · comparative prompt · first choice
Also compared
Google Kubernetes Engine vs Amazon EKSGoogle Kubernetes Engine vs Azure Kubernetes ServiceAmazon EKS vs DigitalOcean KubernetesAmazon EKS vs Civo KubernetesAmazon EKS vs Linode Kubernetes EngineDigitalOcean Kubernetes vs Azure Kubernetes ServiceAzure Kubernetes Service vs Civo KubernetesAzure Kubernetes Service vs Linode Kubernetes EngineAll 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.