# Heat for OpenStack: 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/heat-for-openstack

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Infrastructure as code](https://www.gane.ai/index/it/cloud/infrastructure-as-code/index.md) | 0% | 30 | 100% | 1 |

## And against it

- "Niche or Less-Maintained Tools (e.g., older versions of Terraform forks, or obscure ones like Heat for OpenStack) ... Limited community support" (Grok 4.20, IaC)

## 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 | 1 | 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 | 0 | 0 | 0 |

## Sources returned with these answers

The sites and pages cited by the answers that named Heat for OpenStack, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- cheatsheetseries.owasp.org: 1
- daily.dev: 1
- norma.ncirl.ie: 1
- stackgen.com: 1
- trendaisecurity.com: 1

### Pages cited

- https://cheatsheetseries.owasp.org/cheatsheets/Infrastructure_as_Code_Security_Cheat_Sheet.html: 1
- https://daily.dev/blog/top-7-iac-pitfalls-risks-challenges-solutions: 1
- https://norma.ncirl.ie/8036: 1
- https://stackgen.com/blog/7-challenges-infrastructure-as-code: 1
- https://trendaisecurity.com/en/resources-insights/deep-research/infrastructure-as-code-security-risks-and-how-to-avoid-them: 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.