# CAST AI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 28 judge labels across 2 categories by 13 of 14 models. Page: https://www.gane.ai/index/it/vendors/cast-ai

## 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% | 14 | 11% | 27 |
| [Managed Kubernetes platforms](https://www.gane.ai/index/it/cloud/managed-kubernetes-platforms/index.md) | 0% | 28 | 0% | 1 |

## What the models said for it

- "nOps or CAST AI: Useful if your primary focus is Kubernetes optimization" (Qwen 3.7 Flash, FinOps)
- "Platform9, Rafay, or CAST AI: SaaS management layers that work across clouds" (Kimi K2, Managed Kubernetes)
- "Need Kubernetes cost showback/chargeback: choose Kubecost or CAST AI." (GPT-5.4 mini, FinOps)
- "The only major tool that *acts* on recommendations automatically" (DeepSeek V4 Flash, FinOps)

## And against it

- "Skip full FinOps platforms like CloudHealth, DoiT, nOps, Finout, or CAST AI" (Grok 4.20, FinOps)
- "Require particular caution when granted write access because they can resize nodes, move workloads, or change capacity automatically." (Perplexity Sonar, FinOps)
- "Evaluate Cast AI, but its percentage-of-savings and per-CPU pricing may be less predictable for a constrained budget." (Perplexity Sonar, FinOps)

## By model

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

## Sources returned with these answers

The sites and pages cited by the answers that named CAST AI, from 60 of the 62 answers that named it (only the models that return a source list).

### Domains cited

- finout.io: 31
- cloudaware.com: 28
- g2.com: 27
- drdroid.io: 25
- amnic.com: 22
- newrelic.com: 21
- techtarget.com: 21
- eon.io: 18
- vantage.sh: 18
- community.nasscom.in: 16

### Pages cited

- https://finout.io/blog/best-cloud-cost-management-tools-for-continuous-improvement: 26
- https://drdroid.io/engineering-tools/list-of-top-11-cloud-cost-management-platforms: 25
- https://techtarget.com/news/9-cloud-cost-management-tools-you-should-know-about/858555: 21
- https://cloudaware.com/blog/cloud-cost-management-tools: 19
- https://community.nasscom.in/communities/cloud-computing/cloud-cost-management-tools-5-options-control-cloud-spending: 16
- https://newrelic.com/blog/observability/best-cloud-cost-management-tools: 16
- https://amnic.com/blogs/cloud-cost-management-tools: 14
- https://g2.com/categories/cloud-cost-management: 14

## In its own words

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

- Positioning: Kubernetes optimization platform for reliability and performance. (https://cast.ai/)
- For: Platform, SRE, and FinOps teams (https://cast.ai/)
- Price stated: Free tier available (https://cast.ai/)
- Starting price: 0 (https://cast.ai/)
- Free plan or trial: Free tier available (https://cast.ai/)
- Customers named: Akamai, Yotpo, Bede Gaming, ShareChat, Voggt, MyCoach Pro, Rezolve AI, Unstract

## What it publishes

Every page cast.ai exposes, read 2026-09-29: 1818 addresses. By kind, pages and the last 90 days:

- blog: 267 pages, 39 in the last 90 days, latest 2026-09-28
- case study: 64 pages, 3 in the last 90 days, latest 2026-09-09
- webinar or virtual event: 30 pages, 2 in the last 90 days, latest 2026-09-07
- conference or event: 12 pages, 0 in the last 90 days, latest 2026-03-12
- report or ebook: 5 pages, 0 in the last 90 days, latest 2026-06-26
- comparison: 26 pages, 7 in the last 90 days, latest 2026-09-28
- template or tool: 5 pages, 1 in the last 90 days, latest 2026-07-09
- glossary or explainer: 4 pages, 2 in the last 90 days, latest 2026-08-05
- news or press: 81 pages, 4 in the last 90 days, latest 2026-08-04
- Recent: 2026-09-28 comparison: Cast ai vs skypilot https://cast.ai/blog/cast-ai-vs-skypilot/
- Recent: 2026-09-28 blog: Kubernetes configuration drift https://cast.ai/blog/kubernetes-configuration-drift/
- Recent: 2026-09-25 blog: Kueue gpu scheduling cost https://cast.ai/blog/kueue-gpu-scheduling-cost/
- Recent: 2026-09-22 blog: Kubecost migration https://cast.ai/blog/kubecost-migration
- Recent: 2026-09-21 comparison: Automated vs autonomous kubernetes https://cast.ai/blog/automated-vs-autonomous-kubernetes
- Recent: 2026-09-21 blog: Ai sre cost automation https://cast.ai/blog/ai-sre-cost-automation

## 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.