# Mirantis Kubernetes Engine: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 11 judge labels across 1 category by 7 of 14 models. Page: https://www.gane.ai/index/it/vendors/mirantis-kubernetes-engine

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Managed Kubernetes platforms](https://www.gane.ai/index/it/cloud/managed-kubernetes-platforms/index.md) | 0% | 15 | 18% | 11 |

## What the models said for it

- "Mirantis MKE is positioned as cloud-neutral, production-grade managed Kubernetes for enterprise IT teams" (Muse Glimmer 30B, Managed Kubernetes)
- "cloud-neutral, production-grade managed Kubernetes built for enterprise IT teams" (Muse Glimmer 30B, Managed Kubernetes)

## And against it

- "has documentation gaps with users flagging incomplete and outdated documentation across review platforms" (Claude Haiku 4.5, Managed Kubernetes)
- "add another management plane, support contract, and failure domain" (Perplexity Sonar, Managed Kubernetes)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 1 | 2 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 2 | 1 | 0 | 3 |

## Sources returned with these answers

The sites and pages cited by the answers that named Mirantis Kubernetes Engine, from 37 of the 37 answers that named it (only the models that return a source list).

### Domains cited

- mirantis.com: 25 (its own site)
- controlplane.com: 17
- northflank.com: 17
- spot.rackspace.com: 16
- qovery.com: 15
- ciopages.com: 14
- dev.to: 12
- gane.ai/index: 12
- platform9.com: 12
- infoworld.com: 11

### Pages cited

- https://mirantis.com/blog/best-managed-kubernetes-providers-in-2025: 21
- https://spot.rackspace.com/blog/kubernetes-managed-services: 15
- https://ciopages.com/buyer-guides/kubernetes-platforms: 14
- https://controlplane.com/blog/post/best-kubernetes-management-platforms: 13
- https://infoworld.com/article/3851762/14-alternative-managed-kubernetes-platforms.html: 11
- https://rafay.co/articles/best-managed-kubernetes-solutions: 10
- https://portainer.io/blog/kubernetes-managed-services: 9
- https://theaiops.com/top-10-kubernetes-management-platforms-features-pros-cons-comparison: 9

## In its own words

What Mirantis Kubernetes Engine's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: Drive business-critical AI/ML innovation to run NVIDIA GPU nodes with secure, scalable, and reliable container orchestration. (https://www.mirantis.com/solutions/sovereign-ai-cloud)

## What it publishes

Every page mirantis.com exposes, read 2026-09-29: 10008 addresses. By kind, pages and the last 90 days:

- blog: 894 pages, 12 in the last 90 days, latest 2026-09-09
- case study: 32 pages, 0 in the last 90 days, latest 2020-02-20
- webinar or virtual event: 19 pages, 0 in the last 90 days, latest 2022-05-25
- conference or event: 27 pages, 2 in the last 90 days, latest 2026-09-15
- report or ebook: 6 pages, 1 in the last 90 days, latest 2026-07-14
- comparison: 42 pages, 1 in the last 90 days, latest 2026-08-28
- template or tool: 12 pages, 0 in the last 90 days, latest 2013-09-20
- glossary or explainer: 25 pages, 11 in the last 90 days, latest 2026-09-01
- news or press: 217 pages, 4 in the last 90 days, latest 2026-09-15
- Recent: 2026-09-15 conference or event: Meet mirantis at ai infrastructure summit santa clara https://www.mirantis.com/resources/meet-mirantis-at-ai-infrastructure-summit-santa-clara
- Recent: 2026-09-15 news or press: Amazee ai to address shadow ai and enterprise data privacy during swiss ai weeks https://www.mirantis.com/company/press-center/company-news/amazee-ai-to-address-shadow-ai-and-enterprise-data-privacy-during-swiss-ai-weeks
- Recent: 2026-09-09 blog: Mirantis positioned as a challenger in the 2026 gartner magic quadranttm for container management https://www.mirantis.com/blog/mirantis-positioned-as-a-challenger-in-the-2026-gartner-magic-quadranttm-for-container-management
- Recent: 2026-09-01 glossary or explainer: What is openstack https://www.mirantis.com/cloud-native-concepts/understanding-openstack/what-is-openstack
- Recent: 2026-08-28 glossary or explainer: What is cloud native https://www.mirantis.com/cloud-native-concepts/introduction-to-cloud-native-concepts/what-is-cloud-native
- Recent: 2026-08-28 comparison: What is the difference https://www.mirantis.com/cloud-native-concepts/mirantis-container-runtime-vs-docker-ce/what-is-the-difference

## 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.