# Vantage.sh: 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/vantage-sh

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Cloud cost management](https://www.gane.ai/index/it/cloud/cloud-cost-management/index.md) | 2% | 11 | 0% | 1 |

## What the models said for it

- "Best Freemium SaaS Tool: Vantage.sh" (Gemini 3.5 Flash, 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 | 1 | 0 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Vantage.sh, from 2 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- apptio.com: 1
- caplight.com: 1
- cloudquell.com: 1
- costanalyst.ai: 1
- forbes.com: 1
- invgate.com: 1
- nicus.com: 1
- nops.io: 1
- pump.co: 1
- serviceware-se.com: 1

### Pages cited

- https://apptio.com/blog/what-exactly-itfm-tool: 1
- https://apptio.com/topics/it-financial-management: 1
- https://caplight.com/company/pump-co: 1
- https://cloudquell.com/compare/vantage-pricing: 1
- https://costanalyst.ai/blog/vantage-pricing: 1
- https://forbes.com/sites/davidprosser/2023/10/05/how-pump-promises-to-slash-your-runaway-cloud-computing-costs: 1
- https://invgate.com/itsm/it-asset-management/it-financial-management: 1
- https://nicus.com/solutions/it-financial-management-itfm: 1

## 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.