# Control Plane: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 6 judge labels across 3 categories by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/control-plane

## 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% | 20 | 0% | 3 |
| [Cloud cost management](https://www.gane.ai/index/it/cloud/cloud-cost-management/index.md) | 0% | 27 | 0% | 2 |
| [Internal developer portals](https://www.gane.ai/index/it/developer/internal-developer-portals/index.md) | 0% | 21 | 0% | 1 |

## What the models said for it

- "Use GKE Autopilot or a fully managed service layer (like Control Plane or Harness)" (Qwen 3.7 Flash, Managed Kubernetes)
- "Control Plane is singled out as "the top pick for lowering the bill itself"" (Muse Glimmer 30B, FinOps)
- "Strongest for actually reducing the bill rather than showing it" (DeepSeek V4 Flash, FinOps)
- "Best For: Companies without a dedicated Platform Team" (Qwen 3.7 Flash, Developer portals)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| 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 | 1 | 1 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named Control Plane, from 22 of the 22 answers that named it (only the models that return a source list).

### Domains cited

- controlplane.com: 22 (its own site)
- mirantis.com: 7
- northflank.com: 6
- dev.to: 5
- finout.io: 5
- g2.com: 5
- gane.ai/index: 5
- newrelic.com: 5
- amnic.com: 4
- github.com: 4

### Pages cited

- https://controlplane.com/blog/post/best-kubernetes-management-platforms: 10
- https://mirantis.com/blog/best-managed-kubernetes-providers-in-2025: 7
- https://controlplane.com/blog/post/best-cloud-cost-optimization-tools: 5
- https://controlplane.com/blog/post/best-internal-developer-platforms: 5
- https://finout.io/blog/best-cloud-cost-management-tools-for-continuous-improvement: 4
- https://amnic.com/blogs/cloud-cost-management-tools: 3
- https://drdroid.io/engineering-tools/list-of-top-11-cloud-cost-management-platforms: 3
- https://eon.io/blog/cloud-cost-management: 3

## 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.