# Hugging Face: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 14 judge labels across 5 categories by 9 of 14 models. Page: https://www.gane.ai/index/it/vendors/hugging-face

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [ML platforms](https://www.gane.ai/index/it/it-data/ml-platforms/index.md) | 0% | 20 | 20% | 10 |
| [AI coding assistants](https://www.gane.ai/index/it/developer/ai-coding-assistants/index.md) | 0% | 28 | 0% | 1 |
| [AI IT support agents](https://www.gane.ai/index/it/operations/ai-it-support-agents/index.md) | 0% | 129 | 100% | 1 |
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 0% | 186 | 100% | 1 |
| [Enterprise AI assistants](https://www.gane.ai/index/it/it-data/enterprise-ai-assistants/index.md) | 0% | 68 | 0% | 1 |

## What the models said for it

- "Focused on NLP/AI Agents | Hugging Face + LangChain | Massive free library of pre-trained models" (Qwen 3.7 Flash, ML platforms)
- "Hugging Face is easy to try; paid compute and inference are usage-based, so monitor usage as you scale." (GPT-6 Luna, ML platforms)
- "via tools like Ollama, Hugging Face, or enterprise platforms from vendors like NVIDIA, Red Hat, or SUSE" (Grok 4.20, Enterprise AI)
- "Local models via LM Studio, Hugging Face, or privacy-focused tools like Sourcegraph Cody" (Grok 4.20, AI coding)

## And against it

- "Recently suffered an autonomous AI agent intrusion... avoid using raw model marketplaces as your primary platform" (GLM 4.7 FlashX, ML platforms)
- "Budget or open-source agents without enterprise hardening (e.g., some Hugging Face, local Llama-based, or no-name startup tools)" (Grok 4.20, AI IT agents)
- "Real-world incidents on platforms like Hugging Face and GitHub have highlighted this growing risk." (Muse Glimmer 30B, AI security)
- "Hugging Face and Model-Sharing Platforms (with caution) ... Remote code execution risks" (DeepSeek V4 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 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 4 | 0 | 1 | 5 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 1 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Hugging Face, from 26 of the 36 answers that named it (only the models that return a source list).

### Domains cited

- g2.com: 12
- spotsaas.com: 6
- eweek.com: 5
- huggingface.co: 5 (its own site)
- arxiv.org: 4
- gane.ai/index: 4
- godofprompt.ai: 4
- ncsc.gov.uk: 4
- ai.gov.uk: 3
- aws.amazon.com: 3

### Pages cited

- https://spotsaas.com/list/data-science-and-machine-learning-platforms/for-small-business: 5
- https://g2.com/categories/data-science-and-machine-learning-platforms: 4
- https://godofprompt.ai/blog/machine-learning-platforms-for-small-businesses: 4
- https://ai.gov.uk/knowledge-hub/how-to/security: 3
- https://eweek.com/artificial-intelligence/machine-learning-solutions: 3
- https://g2.com/categories/machine-learning/small-business: 3
- https://g2.com/discussions/what-is-the-most-cost-efficient-machine-learning-platform: 3
- https://www.gane.ai/index/it/it-data/ml-platforms/smb: 3

## In its own words

What Hugging Face's own pages state, read 2026-09-28. Stated by the vendor, not checked by the index.

- Positioning: The AI community building the future. (https://huggingface.co/)
- For: The machine learning community (https://huggingface.co/)
- Price stated: Starting at $20/user/month; Starting at $0.60/hour for GPU (https://huggingface.co/)
- Starting price: 20/user/month (https://huggingface.co/)
- Hosting: US
- Customers named: Ai2, AI at Meta, Amazon, Google, Intel, Microsoft, Grammarly, Writer

## What it publishes

Every page huggingface.co exposes, read 2026-09-29: 27007 addresses. By kind, pages and the last 90 days:

- blog: 882 pages, 3 in the last 90 days, latest 2026-09-29
- case study: 18 pages, 0 in the last 90 days, latest 2025-06-22
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- conference or event: 27 pages, 0 in the last 90 days, latest 2022-12-20
- report or ebook: 23 pages, 0 in the last 90 days, latest undated
- comparison: 42 pages, 3 in the last 90 days, latest 2026-09-24
- template or tool: 27 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 13 pages, 1 in the last 90 days, latest 2026-09-21
- podcast or video: 3 pages, 0 in the last 90 days, latest undated
- news or press: 18 pages, 2 in the last 90 days, latest 2026-09-23
- Recent: 2026-09-29 blog: Community https://huggingface.co/blog/community
- Recent: 2026-09-24 comparison: Jev vs laya hosted api or open weights 2026 guide https://huggingface.co/blog/sora-2/jev-vs-laya-hosted-api-or-open-weights-2026-guide
- Recent: 2026-09-23 blog: Nemotron diarization https://huggingface.co/blog/nvidia/nemotron-diarization
- Recent: 2026-09-23 news or press: Likes https://huggingface.co/news/activity/likes
- Recent: 2026-09-23 news or press: All https://huggingface.co/news/activity/all
- Recent: 2026-09-23 comparison: Jev ai vs djev vs laya vs openjev vs semif which d https://huggingface.co/blog/sora-2/jev-ai-vs-djev-vs-laya-vs-openjev-vs-semif-which-d

## 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.