# Densify: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 8 judge labels across 2 categories by 7 of 14 models. Page: https://www.gane.ai/index/it/vendors/densify

## 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% | 57 | 29% | 7 |
| [IT financial management](https://www.gane.ai/index/it/operations/it-financial-management/index.md) | 0% | 116 | 0% | 1 |

## And against it

- "it does not provide broad platform-bill coverage and lacks built-in budgeting and forecasting" (Perplexity Sonar, FinOps)
- "Densify is excellent and widely respected, but it operates as a "black box."" (Qwen 3.7 Flash, FinOps)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| 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 | 0 | 1 | 0 | 1 |
| Mistral Small | 0 | 0 | 2 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| 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 Densify, from 9 of the 19 answers that named it (only the models that return a source list).

### Domains cited

- drdroid.io: 6
- techtarget.com: 6
- finout.io: 5
- amnic.com: 4
- cloudaware.com: 4
- g2.com: 4
- community.nasscom.in: 3
- designrush.com: 3
- eon.io: 3
- newrelic.com: 3

### Pages cited

- https://drdroid.io/engineering-tools/list-of-top-11-cloud-cost-management-platforms: 6
- https://techtarget.com/news/9-cloud-cost-management-tools-you-should-know-about/858555: 6
- https://finout.io/blog/best-cloud-cost-management-tools-for-continuous-improvement: 5
- https://amnic.com/blogs/cloud-cost-management-tools: 3
- https://cloudaware.com/blog/cloud-cost-management-tools: 3
- https://community.nasscom.in/communities/cloud-computing/cloud-cost-management-tools-5-options-control-cloud-spending: 3
- https://designrush.com/agency/it-services/trends/cloud-cost-management-tools: 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.