# ScaleOps: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 3 judge labels across 1 category by 3 of 14 models. Page: https://www.gane.ai/index/it/vendors/scaleops

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cloud cost management](https://www.gane.ai/index/it/cloud/cloud-cost-management/index.md) | 0% | 66 | 33% | 3 |

## What the models said for it

- "Cast AI/ScaleOps for Kubernetes-specific needs" (Grok 4.20, FinOps)

## And against it

- "Require particular caution when granted write access because they can resize nodes, move workloads, or change capacity automatically." (Perplexity Sonar, FinOps)

## 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 | 1 | 1 |
| Grok 4.20 | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| 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 | 0 | 1 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named ScaleOps, from 5 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- cloudaware.com: 4
- g2.com: 4
- amnic.com: 3
- cloudzero.com: 2
- community.nasscom.in: 2
- eon.io: 2
- finout.io: 2
- newrelic.com: 2
- qovery.com: 2
- aws.amazon.com: 1

### Pages cited

- https://cloudaware.com/blog/cloud-cost-management-tools: 4
- https://g2.com/categories/cloud-cost-management: 3
- https://amnic.com/blogs/cloud-cost-management-tools: 2
- https://community.nasscom.in/communities/cloud-computing/cloud-cost-management-tools-5-options-control-cloud-spending: 2
- https://finout.io/blog/best-cloud-cost-management-tools-for-continuous-improvement: 2
- https://newrelic.com/blog/observability/best-cloud-cost-management-tools: 2
- https://amnic.com/blogs/finops-tools: 1
- https://aws.amazon.com/marketplace/reviews/reviews-list/prodview-ciw7g7fzmfr6m: 1

## In its own words

What ScaleOps's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Autonomous cloud and AI infrastructure resource management. ScaleOps keeps Kubernetes and GPU workloads performant under any load, then cuts the cloud bill. (https://scaleops.com/)
- For: Teams running Kubernetes, GPU workloads, agents, inference models, and applications in production (https://scaleops.com/)
- Price stated: ScaleOps’ pricing model depends on factors specific to your environment, so we’ll need to get in touch to give you accurate pricing information. (https://scaleops.com/pricing)
- Starting price: null (https://scaleops.com/partners)
- Free plan or trial: free trial (https://scaleops.com/)
- Certifications: SOC 2 Type II
- Customers named: Wiz, Outbrain, Maxars

## What it publishes

Every page scaleops.com exposes, read 2026-09-29: 173 addresses. By kind, pages and the last 90 days:

- blog: 88 pages, 7 in the last 90 days, latest 2026-09-28
- case study: 11 pages, 1 in the last 90 days, latest 2026-08-04
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- conference or event: 4 pages, 4 in the last 90 days, latest 2026-11-09
- comparison: 6 pages, 0 in the last 90 days, latest 2026-05-27
- glossary or explainer: 1 pages, 0 in the last 90 days, latest 2026-01-29
- podcast or video: 8 pages, 0 in the last 90 days, latest 2026-05-03
- news or press: 11 pages, 0 in the last 90 days, latest 2026-03-30
- Recent: 2026-11-09 conference or event: Diamond sponsors at cncf kubecon north america 2026 https://scaleops.com/resources/events/diamond-sponsors-at-cncf-kubecon-north-america-2026
- Recent: 2026-09-28 blog: Event fully connected 2026 https://scaleops.com/event-fully-connected-2026/
- Recent: 2026-09-26 blog: Kubernetes dra gpu enforcement https://scaleops.com/blog/kubernetes-dra-gpu-enforcement
- Recent: 2026-09-19 blog: Kubernetes 1 37 https://scaleops.com/blog/kubernetes-1-37
- Recent: 2026-09-09 conference or event: Aws summit tel aviv 2026 https://scaleops.com/aws-summit-tel-aviv-2026
- Recent: 2026-09-03 conference or event: Aws summit sao paulo https://scaleops.com/aws-summit-sao-paulo

## 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.