# Deep Lake: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 2 judge labels across 2 categories by 2 of 14 models. Page: https://www.gane.ai/index/it/vendors/deep-lake

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 114 | 100% | 1 |
| [Vector databases](https://www.gane.ai/index/it/it-data/vector-databases/index.md) | 0% | 31 | 0% | 1 |

## And against it

- "Vulnerabilities were broken down for projects including Weave, ZenML, Deep Lake, Vanna.AI, and Mage AI" (Muse Glimmer 30B, 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 | 1 | 0 | 1 |
| 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 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Deep Lake, from 3 of the 3 answers that named it (only the models that return a source list).

### Domains cited

- github.com: 2
- ai21.com: 1
- aimultiple.com: 1
- cisa.gov: 1
- cognee.ai: 1
- dagshub.com: 1
- db-engines.com: 1
- dl.acm.org: 1
- docs.aws.amazon.com: 1
- drdroid.io: 1

### Pages cited

- https://ai21.com/knowledge/ai-data-privacy: 1
- https://aimultiple.com/open-source-vector-databases: 1
- https://cisa.gov/news-events/cybersecurity-advisories/aa26-251a: 1
- https://cognee.ai/best-vector-database: 1
- https://dagshub.com/blog/top-deep-learning-platforms: 1
- https://db-engines.com/en/ranking/vector+dbms: 1
- https://dl.acm.org/doi/10.1007/s00778-024-00864-x: 1
- https://docs.aws.amazon.com/ko_kr/wellarchitected/latest/machine-learning-lens/mlsec03-bp05.md: 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.