# Managed Kubernetes platforms: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "managed Kubernetes platform" and as "hosted Kubernetes service", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/it/cloud/managed-kubernetes-platforms

**Standing:** Google Kubernetes Engine leads with 52% of first choices; verdict clear leader. 46 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Google Kubernetes Engine](https://www.gane.ai/index/it/vendors/google-kubernetes-engine/index.md) | 52% | 14% | 77 |
| 2 | [DigitalOcean Kubernetes](https://www.gane.ai/index/it/vendors/digitalocean-kubernetes/index.md) | 24% | 12% | 42 |
| 3 | [Azure Kubernetes Service](https://www.gane.ai/index/it/vendors/azure-kubernetes-service/index.md) | 9% | 20% | 66 |
| 4 | [Amazon EKS](https://www.gane.ai/index/it/vendors/amazon-eks/index.md) | 4% | 28% | 72 |
| 5 | [Linode Kubernetes Engine](https://www.gane.ai/index/it/vendors/linode-kubernetes-engine/index.md) | 4% | 20% | 20 |
| 6 | [Civo Kubernetes](https://www.gane.ai/index/it/vendors/civo-kubernetes/index.md) | 2% | 10% | 10 |
| 9 | [Rancher](https://www.gane.ai/index/it/vendors/rancher/index.md) | 0% | 4% | 25 |
| 10 | [Red Hat OpenShift](https://www.gane.ai/index/it/vendors/red-hat-openshift/index.md) | 0% | 26% | 34 |
| 11 | [Platform9 Managed Kubernetes](https://www.gane.ai/index/it/vendors/platform9-managed-kubernetes/index.md) | 0% | 7% | 14 |
| 13 | [VMware Tanzu](https://www.gane.ai/index/it/vendors/vmware-tanzu/index.md) | 0% | 18% | 17 |
| 15 | [Mirantis Kubernetes Engine](https://www.gane.ai/index/it/vendors/mirantis-kubernetes-engine/index.md) | 0% | 18% | 11 |
| 78 | [IBM Cloud Kubernetes Service](https://www.gane.ai/index/it/vendors/ibm-cloud-kubernetes-service/index.md) | 0% | 50% | 10 |

Rank is by share of first choices among all 79 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Google Kubernetes Engine; alternatives Amazon EKS
- Gemini 3.5 Flash: Google Kubernetes Engine; alternatives Amazon EKS, Azure Kubernetes Service, Porter, Qovery
- Perplexity Sonar: Google Kubernetes Engine; alternatives Amazon EKS, Azure Kubernetes Service, DigitalOcean Kubernetes
- Grok 4.20: Google Kubernetes Engine; alternatives Amazon EKS, Azure Kubernetes Service, Red Hat OpenShift
- Mistral Small: Google Kubernetes Engine; alternatives Amazon EKS, Azure Kubernetes Service, Northflank, Red Hat OpenShift
- DeepSeek V4 Flash: Google Kubernetes Engine; alternatives Amazon EKS, Azure Kubernetes Service, DigitalOcean Kubernetes
- Llama 4 Maverick: Google Kubernetes Engine; alternatives Amazon EKS, Atmosly, DigitalOcean Kubernetes
- Qwen 3.7 Flash: Google Kubernetes Engine; alternatives Amazon EKS, Azure Kubernetes Service, Rancher, Red Hat OpenShift
- Kimi K2: Google Kubernetes Engine; alternatives Amazon EKS, Azure Kubernetes Service
- GLM 4.7 FlashX: Azure Kubernetes Service; alternatives Amazon EKS, Google Kubernetes Engine, Rancher
- MiniMax M2.5: no first choice
- GPT-6 Luna: Google Kubernetes Engine; alternatives AKS Automatic, Amazon EKS
- Muse Glimmer 30B: Google Kubernetes Engine; alternatives Amazon EKS, Azure Kubernetes Service, Mirantis Kubernetes Engine, Rancher

## Sources the answers cite

70 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- controlplane.com: 31 answers, 34 citations
- digitalocean.com: 24 answers, 35 citations
- spot.rackspace.com: 23 answers, 23 citations
- github.com: 22 answers, 32 citations
- northflank.com: 20 answers, 31 citations
- mirantis.com: 20 answers, 20 citations
- qovery.com: 19 answers, 29 citations
- dev.to: 17 answers, 22 citations

Pages named in the most answers:

- https://controlplane.com/blog/post/best-kubernetes-management-platforms (22 answers)
- https://spot.rackspace.com/blog/kubernetes-managed-services (19 answers)
- https://ciopages.com/buyer-guides/kubernetes-platforms (17 answers)
- https://digitalocean.com/resources/articles/managed-kubernetes-services (17 answers)
- https://mirantis.com/blog/best-managed-kubernetes-providers-in-2025 (17 answers)
- https://theaiops.com/top-10-kubernetes-management-platforms-features-pros-cons-comparison (17 answers)
- https://northflank.com/blog/top-managed-kubernetes-hosting-platforms (13 answers)
- https://controlplane.com/blog/post/top-managed-kubernetes-services (12 answers)
- https://gane.ai/index/it/cloud/managed-kubernetes-platforms (12 answers)
- https://infoworld.com/article/3851762/14-alternative-managed-kubernetes-platforms.html (12 answers)

## Warned against

- Amazon EKS: 20 of 72 labels negative. "What to Avoid (The "Expensive" Options) ... AWS EKS, Google GKE, and Azure AKS ... introduce several "budget killers"" (Qwen 3.7 Flash, budget prompt)
- Azure Kubernetes Service: 13 of 66 labels negative. "What to Avoid (The "Expensive" Options) ... AWS EKS, Google GKE, and Azure AKS ... budget killers" (Qwen 3.7 Flash, budget prompt)
- Google Kubernetes Engine: 11 of 77 labels negative. "What to Avoid (The "Expensive" Options) ... AWS EKS, Google GKE, and Azure AKS ... budget killers" (Qwen 3.7 Flash, budget prompt)
- Red Hat OpenShift: 9 of 34 labels negative. "Powerful for enterprises but overkill and opinionated for many... vendor lock-in is significant." (Grok 4.20, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Google Kubernetes Engine at 52%.

- Amazon EKS: 15% to 4%, −11. Cleared the floor by 0 points · rank 2 → 4 of 79.
- DigitalOcean Kubernetes: 14% to 24%, +10. Inside the floor by 1 point · rank 3 → 2 of 79.
- Google Kubernetes Engine: 43% to 52%, +9. Inside the floor by 2 points · rank 1 of 79, unchanged.
- Civo Kubernetes: 9% to 2%, −7. Inside the floor by 4 points · rank 5 → 6 of 79.
- Azure Kubernetes Service: 12% to 9%, −3. Inside the floor by 8 points · rank 4 → 3 of 79.
- Linode Kubernetes Engine: 3% to 4%, +1. Inside the floor by 10 points · rank 6 → 5 of 79.
- Rancher: 0% to 0%, ±0. Inside the floor by 11 points · rank 10 → 9 of 79.
- Red Hat OpenShift: 0% to 0%, ±0. Inside the floor by 11 points · rank 9 → 10 of 79.
- Platform9 Managed Kubernetes: 0% to 0%, ±0. Inside the floor by 11 points · rank 14 → 11 of 79.
- VMware Tanzu: 0% to 0%, ±0. Inside the floor by 11 points · rank 16 → 13 of 79.
- Mirantis Kubernetes Engine: 0% to 0%, ±0. Inside the floor by 11 points · rank 15 of 79, unchanged.
- IBM Cloud Kubernetes Service: 0% to 0%, ±0. Inside the floor by 11 points · rank 51 → 78 of 79.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.