# DagsHub: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 4 judge labels across 1 category by 4 of 14 models. Page: https://www.gane.ai/index/it/vendors/dagshub

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 137 | 75% | 4 |

## And against it

- "It is flagged as avoidable "For small-scale projects that do not require advanced collaboration, data versioning, or experiment tracking"" (Muse Glimmer 30B, ML platforms)
- "Not suitable for small-scale projects or organizations requiring on-premise infrastructure or strict data privacy and security measures." (Llama 4 Maverick, ML platforms)
- "May be overkill for small-scale projects or those not requiring advanced collaboration" (Mistral Small, ML platforms)

## 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 | 0 | 0 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| 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 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named DagsHub, from 6 of the 7 answers that named it (only the models that return a source list).

### Domains cited

- dagshub.com: 5 (its own site)
- g2.com: 3
- gane.ai/index: 3
- learn.g2.com: 2
- thirstysprout.com: 2
- ai-scanner.com: 1
- ai.gov.uk: 1
- ai21.com: 1
- bizstim.com: 1
- cake.ai: 1

### Pages cited

- https://dagshub.com/blog/top-deep-learning-platforms: 5
- https://www.gane.ai/index/it/it-data/ml-platforms: 2
- https://thirstysprout.com/post/best-machine-learning-platforms: 2
- https://ai-scanner.com/platforms/datarobot-enterprise: 1
- https://ai.gov.uk/knowledge-hub/how-to/security: 1
- https://ai21.com/knowledge/ai-data-privacy: 1
- https://bizstim.com/news/article/top-10-machine-learning-platforms-ranked: 1
- https://cake.ai/blog/machine-learning-platforms: 1

## In its own words

What DagsHub's own pages state, read 2026-10-06. Stated by the vendor, not checked by the index.

- Positioning: Predictable pricing that scales with your team (https://dagshub.com/pricing)
- For: Individuals building small AI applications; Production applications with the power to scale; AI applications running high scale workloads (https://dagshub.com/pricing)
- Price stated: Individual: $0 per user/month; Team: $119 per user/month ($99 per user/month yearly); Enterprise: Custom quote (https://dagshub.com/pricing)
- Starting price: 0 (https://dagshub.com/pricing)
- Free plan or trial: Start building for free; Start a 14-day free trial (https://dagshub.com/pricing)

## What it publishes

Every page dagshub.com exposes, read 2026-09-29: 943 addresses. By kind, pages and the last 90 days:

- blog: 206 pages, 0 in the last 90 days, latest 2026-01-21
- case study: 2 pages, 0 in the last 90 days, latest undated
- conference or event: 6 pages, 0 in the last 90 days, latest undated
- report or ebook: 3 pages, 0 in the last 90 days, latest 2023-02-21
- glossary or explainer: 99 pages, 0 in the last 90 days, latest undated
- podcast or video: 2 pages, 0 in the last 90 days, latest 2024-12-16
- news or press: 1 pages, 0 in the last 90 days, latest undated
- Recent: 2026-01-21 blog: Apple mlx integration https://dagshub.com/blog/apple-mlx-integration
- Recent: 2025-12-23 blog: Dagshub now supports mlflow 3 x https://dagshub.com/blog/dagshub-now-supports-mlflow-3-x
- Recent: 2025-08-03 blog: How taranis streamlines computer vision management for crop intelligence https://dagshub.com/blog/how-taranis-streamlines-computer-vision-management-for-crop-intelligence
- Recent: 2025-05-13 blog: Practical building llm applications https://dagshub.com/blog/practical-building-llm-applications
- Recent: 2025-04-28 blog: Accelerating cv workflows by 73 with data management and versioning tools https://dagshub.com/blog/accelerating-cv-workflows-by-73-with-data-management-and-versioning-tools
- Recent: 2025-03-10 blog: Dagshub red hat openshift integration https://dagshub.com/blog/dagshub-red-hat-openshift-integration

## 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.