# Argonaut: 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/argonaut

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Internal developer portals](https://www.gane.ai/index/it/developer/internal-developer-portals/index.md) | 0% | 60 | 100% | 1 |

## And against it

- "More niche—good for CI/CD-focused or Kubernetes-heavy environments but less holistic as full IDPs." (Grok 4.20, Developer portals)

## 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 Argonaut, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- ai-solutions.wiki: 1
- cortex.io: 1
- datadoghq.com: 1
- forrester.com: 1
- gartner.com: 1
- humanitec.com: 1
- opslevel.com: 1
- platformengineeringplaybook.com: 1
- port.io: 1
- roadie.io: 1

### Pages cited

- https://ai-solutions.wiki/tags/platform-engineering: 1
- https://cortex.io/post/cto-pocket-guide-to-idps: 1
- https://datadoghq.com/about/analyst: 1
- https://forrester.com/report/the-forrester-wave-tm-intranet-platforms-q2-2024/RES180828: 1
- https://gartner.com/en/documents/5240363: 1
- https://gartner.com/en/research/magic-quadrant: 1
- https://humanitec.com/internal-developer-portal: 1
- https://opslevel.com/resources/backstage-io-alternatives-4-top-tools-to-use-instead: 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.