# Hugging Face Transformers

> A collaborative platform for machine learning development and AI model sharing

- **Canonical URI:** https://www.vioscale.ai/software/hugging-face-transformers
- **Category:** NLP Apis
- **Homepage:** https://huggingface.co
- **Also known as:** hugging-face-transformers, Hugging Face
- **Profile claimed by vendor:** no
- **Last updated:** 2026-09-01T13:22:38.309Z

## Vioscale score

**76.2 / 100**, confidence 26% (low). Computed 2026-09-01. _(updating — computed under an earlier model version or past its freshness window.)_

Composite of weighted, independently-sourced signals (no user reviews, no vendor payment).

| Signal | Score | Weight | Contribution | Evidence present |
|---|--:|--:|--:|:--:|
| price_level | 80 | 0.052 | 4.2 | ✓ |
| reliability | 0 | 0.073 | 0 | - |
| capabilities | 0 | 0.04877777777777778 | 0 | - |
| integrations | 22.4 | 0.04066666666666666 | 0.9 | ✓ |
| security_posture | 5 | 0.073 | 0 | - |
| pricing_transparency | 100 | 0.084 | 8.4 | ✓ |

## Pricing

_As of 2026-08-19, [verify at source](https://huggingface.co/pricing). Independently observed._

from $9/mo · Hybrid · Free tier

> PRO at $9/month, Team from $20/user/month, storage from $8/TB/month, compute starting at $0.033/hour. Free tier available.

| Plan | Price | Free | Commitment |
|---|---|:--:|---|
| PRO | $9/month | - | monthly |
| Team | $20/user/month | - | monthly |
| Enterprise | Contact sales | - | - |

### PRO

Personal account upgrade

- Private storage
- 20× included inference credits
- Host ZeroGPU, Gradio & Docker Spaces
- 8× ZeroGPU quota
- Highest queue priority
- PRO badge

### Team

Growing teams

- Single Sign-On
- Regions
- Priority Support
- Audit Logs
- Resource Groups
- Access 45,000+ models via unified API

### Enterprise (Contact sales)

Custom onboarding and enterprise features

- Enterprise-grade security
- Access controls
- Dedicated support
- Custom configuration

### Add-ons

- **Storage** ($12 per TB/month + $8 per TB/month + $10 per TB/month)
- **Spaces Hardware** ($0.03 per hour + $0.40 per hour + $0.80 per hour + $23.50 per hour)
- **Inference Endpoints** ($0.03 per hour + $4.50 per hour + $74 per hour)

## About

A community-driven hub where developers can create, discover, and collaborate on AI models, datasets, and applications with integrated compute resources and deployment capabilities.

_Independently observed._

## Platform & deployment

- **Platforms:** CLI, Web
- **Deployment:** Cloud / SaaS

## Integrations (5)

_Independently observed._

- Kaggle
- AWS
- Azure
- GCP
- NVIDIA DGX Cloud

## Facts

Every value below carries its source and our confidence. Facts are re-crawled on a freshness schedule.

### pricing

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| pricing.model | commercial | [link](https://huggingface.co) | 2026-09-01 | 60% (medium) |
| pricing.free_tier | yes | [link](https://huggingface.co/pricing) | 2026-08-19 | 60% (medium) |
| pricing.price_level | low | [link](https://huggingface.co/pricing) | 2026-08-19 | 60% (medium) |
| pricing.starting_price | `{"amount":9,"currency":"USD"}` | [link](https://huggingface.co/pricing) | 2026-08-19 | 60% (medium) |
| pricing.transparent | yes | [link](https://huggingface.co/pricing) | 2026-08-19 | 60% (medium) |

### integrations

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| integrations.count | 5 | [link](https://huggingface.co/pricing) | 2026-08-19 | 60% (medium) |

### market

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| market.availability | `{"primaryMarkets":[],"availabilityScope":"global","availableCountries":[],"notAvailableCountries":[]}` | [link](https://huggingface.co/pricing) | 2026-08-19 | 75% (high) |

### security

| Attribute | Value | Source | Retrieved | Confidence |
|---|---|---|---|---|
| security.gdpr | yes | [link](https://huggingface.co/blog/security-incident-july-2026) | 2026-08-19 | 75% (high) |

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*Source: Vioscale (https://www.vioscale.ai/software/hugging-face-transformers). Independent, evidence-based software intelligence. Cite the canonical URI.*