# IBM Kubecost: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 1 judge label across 1 category by 1 of 14 models. Page: https://www.gane.ai/index/it/vendors/ibm-kubecost

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [IT financial management](https://www.gane.ai/index/it/operations/it-financial-management/index.md) | 0% | 123 | 0% | 1 |

## 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 | 0 | 0 | 0 |
| 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 IBM Kubecost, from 4 of the 4 answers that named it (only the models that return a source list).

### Domains cited

- docs.cloudzero.com: 2
- finout.io: 2
- flexera.com: 2
- harness.io: 2
- amnic.com: 1
- apptio.com: 1
- blog.invgate.com: 1
- broadcom.com: 1
- cloudaware.com: 1
- cloudzero.com: 1

### Pages cited

- https://flexera.com/products/flexera-one/finops: 2
- https://amnic.com/blogs/cloud-cost-management-tools: 1
- https://apptio.com/products/cloudability: 1
- https://blog.invgate.com/itfm-software: 1
- https://broadcom.com/products/software/finops/cloudhealth: 1
- https://cloudaware.com/blog/cloud-cost-analysis-tools: 1
- https://cloudaware.com/blog/cloud-cost-management-tools: 1
- https://cloudaware.com/blog/cloud-financial-management-software: 1

## In its own words

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

- Positioning: granular cost visibility (https://www.ibm.com/new/announcements/ibm-turbonomic-and-ibm-kubecost-unite-to-optimize-kubernetes-performance-and-cost)
- For: platform engineering and FinOps teams (https://www.ibm.com/new/announcements/ibm-turbonomic-and-ibm-kubecost-unite-to-optimize-kubernetes-performance-and-cost)
- Free plan or trial: Kubecost Free (https://www.ibm.com/es-es/new/announcements/ibm-turbonomic-and-ibm-kubecost-unite-to-optimize-kubernetes-performance-and-cost)

## 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.