# TPOT: 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/tpot

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 67 | 0% | 1 |

## What the models said for it

- "Open-source AutoML (AutoSklearn, TPOT) with transparency" (Kimi K2, ML platforms)

## 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 | 1 | 0 | 0 | 1 |
| 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 TPOT, from 1 of the 1 answers that named it (only the models that return a source list).

### Domains cited

- agilityportal.io: 1
- aimultiple.com: 1
- arxiv.org: 1
- avaya.com: 1
- azure.microsoft.com: 1
- c4integrity.org: 1
- canals.ai: 1
- diva-portal.org: 1
- feedzai.com: 1
- itsourcecode.com: 1

### Pages cited

- https://agilityportal.io/blog/best-machine-learning-systems: 1
- https://aimultiple.com/responsible-ai-platform: 1
- https://arxiv.org/html/2101.04834v1: 1
- https://arxiv.org/html/2211.04148: 1
- https://arxiv.org/html/2307.10774v2: 1
- https://avaya.com/en/blogs/how-to-avoid-ai-vendor-lock-in: 1
- https://azure.microsoft.com/en-us/products/machine-learning: 1
- https://c4integrity.org/wp-content/uploads/2025/02/Using-Machine-Learning-for-Anti-Corruption-Risk-and-Compliance.pdf: 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.