# DVC: 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/dvc

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 21 | 0% | 4 |

## What the models said for it

- "Data & Model Versioning: DVC (Data Version Control)" (Gemini 3.5 Flash, 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 | 1 | 0 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| 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 | 1 | 0 | 1 |
| 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 DVC, from 2 of the 5 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 2
- index.dev: 2
- pookietech.com.ng: 2
- valohai.com: 2
- addepto.com: 1
- aistrategy.guide: 1
- aws.amazon.com: 1
- bestdevops.com: 1
- ciopages.com: 1
- comidor.com: 1

### Pages cited

- https://index.dev/skill-vs-skill/ai-sagemaker-vs-azure-ml-vs-google-ai: 2
- https://pookietech.com.ng/blog/aws-sagemaker-vs-google-vertex-ai-vs-azure-ml-the-2026-platform-sho: 2
- https://addepto.com/blog/top-mlops-platforms: 1
- https://aistrategy.guide/en/capabilities/ml-platforms: 1
- https://aws.amazon.com/marketplace/pp/prodview-4nn4l2rijnw4i: 1
- https://bestdevops.com/top-10-machine-learning-platforms-features-pros-cons-and-comparison: 1
- https://ciopages.com/buyer-guides/mlops-platform: 1
- https://comidor.com/news/industry-news/machine-learning-platforms: 1

## In its own words

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

- Positioning: Open-source version control system for Data Science and Machine Learning projects. Git-like experience to organize your data, models, and experiments. (https://dvc.org/)
- For: For individual data scientists; small data science projects (https://dvc.org/)
- Price stated: Free and open source (https://dvc.org/)
- Free plan or trial: Free and open source (https://dvc.org/)

## What it publishes

Every page dvc.org exposes, read 2026-09-29: 1251 addresses. By kind, pages and the last 90 days:

- blog: 145 pages, 1 in the last 90 days, latest 2026-09-22
- webinar or virtual event: 5 pages, 2 in the last 90 days, latest 2026-09-03
- report or ebook: 5 pages, 0 in the last 90 days, latest 2025-10-31
- comparison: 6 pages, 0 in the last 90 days, latest 2023-11-16
- glossary or explainer: 7 pages, 0 in the last 90 days, latest 2024-05-02
- Recent: 2026-09-22 blog: End to end lineage with dvc and amazon sagemaker ai mlflow apps https://dvc.org/blog/end-to-end-lineage-with-dvc-and-amazon-sagemaker-ai-mlflow-apps/
- Recent: 2026-09-03 webinar or virtual event: 2714 https://discuss.dvc.org/t/webinar-end-to-end-lineage-with-amazon-sagemaker-ai-mlflow-and-dvc/2714
- Recent: 2026-08-31 webinar or virtual event: End to end lineage aws dvc mlflow https://dvc.org/webinars/end-to-end-lineage-aws-dvc-mlflow/
- Recent: 2026-06-30 blog: Migrate dvc to lakefs https://dvc.org/blog/migrate-dvc-to-lakefs/
- Recent: 2026-02-11 blog: Bast ai use case using dvc as a data registry for explainable offline ready ai https://dvc.org/blog/bast-ai-use-case-using-dvc-as-a-data-registry-for-explainable-offline-ready-ai/
- Recent: 2025-11-18 blog: A shared vision for the future of dvc https://dvc.org/blog/a-shared-vision-for-the-future-of-dvc/

## 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.