Alibaba Cloud platform giving developers API access to Qwen and partner models for text, image, video and speech, billed per token or by subscription.

Hugging Face
Hub for hosting machine learning models, datasets and demo Spaces, with pay-as-you-go inference, GPU hardware and team plans.
What is Hugging Face?
Hugging Face is a Git-based hub where people share, discover and run machine learning models, datasets and apps. Individuals use a free account with public and private repositories, then add a PRO account for more storage, monthly inference credits and higher ZeroGPU quota. Spaces host demos built with Gradio or Docker, and upgraded hardware is billed hourly, from a free CPU Basic tier up to multi-GPU configurations. Inference Providers routes requests to 200+ models from partner providers with pay-as-you-go billing and no markup, while Inference Endpoints deploys a model on dedicated autoscaling hardware starting at $0.033 per hour. Organizations choose Team at $20 per user per month, Enterprise from $50 per user per month, or custom Enterprise Plus, which add SSO, audit logs, access controls and higher rate limits. Storage is also sold per terabyte with volume discounts.
Use cases
- Host and share machine learning models
- Publish datasets with a viewer
- Deploy demo apps on Spaces
- Run inference through partner providers
- Deploy models on dedicated endpoints
- Manage private ML work for a team
- Fine-tune and evaluate models with Jobs
Who it's for
Why use Hugging Face
- A single place to host models, datasets and demos means collaborators can reproduce your work from one repository.
- Inference Providers passes provider rates through without extra fees, so costs stay predictable.
- You can start on the free tier and scale to dedicated GPUs only when a project needs them.
- Organization plans add SSO, access control and audit logs without leaving the platform.
Hugging Face features
- Git-based repositories for models, datasets and Spaces
- Spaces for Gradio and Docker apps with on-demand GPU hardware
- ZeroGPU access with quota that rises on paid plans
- Inference Providers with pay-as-you-go billing across 200+ models
- Inference Endpoints on dedicated, autoscaling CPU, GPU and accelerator instances
- Dataset viewer for private datasets on paid plans
- Team and Enterprise SSO, audit logs and resource groups
- SCIM provisioning on Enterprise plans
- Per-terabyte storage pricing with volume discounts
- Community GPU grants for side projects
Hugging Face integrations
How to get started with Hugging Face
- Create a free account and publish a model, dataset or Space as a Git repository.
- Share it publicly or keep it private, and invite collaborators or an organization.
- Run demos on Spaces, using free CPU hardware or paid GPUs when you need more compute.
- Call hosted models through Inference Providers, or deploy your own on a dedicated Inference Endpoint.
- Move to PRO, Team or Enterprise when you need more storage, credits, quotas or security controls.
Hugging Face limitations
- Free accounts get a small monthly inference credit, stated as $0.10 and subject to change
- Free accounts have 100GB of private storage, and public storage is best effort
- Upgraded Space hardware and dedicated endpoints are billed hourly on top of any plan
- Several advanced security features need Enterprise Plus
Hugging Face pricing
Yes, Hugging Face has a free plan. Paid plans start at $20 per month, according to the official pricing page on .
Hugging Face plans
Free
$0
- 100GB private storage
- Free CPU Basic Space
- Free ZeroGPU access with a daily quota
- Small monthly inference credit
PRO Account
Price on vendor site
- 10x private storage capacity
- 2x public storage capacity
- $2 of inference credits monthly
- 8x ZeroGPU quota and top queue priority
- Spaces Dev Mode
Team
$20/month per user
- Advanced RBAC and audit logs
- Basic SSO and enforced 2FA
- Data residency
- $2 per seat monthly compute credits
Enterprise
From $50/month per user
- Everything in Team
- SCIM provisioning
- Service accounts
- Email support with SLA
- Higher API rate limits
Enterprise Plus
Custom
- Managed SSO and policy controls
- Network access controls
- Advanced Slack support
- Legal review and customer paper
Plans as listed on the official pricing page on . Prices can change and may vary by country or exclude tax. Check the official pricing page.
Hugging Face alternatives
The main Hugging Face alternatives listed on Debuly are Replicate, Together AI, Modal, Weights & Biases, FlexAI and IBM watsonx.ai. The table compares pricing and platforms; order is A–Z.
| Tool | Pricing | Starting price | Platforms |
|---|---|---|---|
| Hugging Face | Freemium | $20/mo | Web, API |
| FlexAI | Paid | $0.01, usage-based | API |
| IBM watsonx.ai | Freemium | — | Web, API, SDK |
| Modal | Freemium | $250/mo | Web, API, CLI, Python |
| Replicate | Paid | $0.09, usage-based | API, Web, Python, Node.js |
| Together AI | Paid | — | Web, API |
| Weights & Biases | Freemium | $60/mo | Web, Python, Self-hosted |

FlexAI
OpenAI-compatible inference API, dedicated GPU endpoints and fine-tuning for open models, billed per token or per GPU-hour.

IBM watsonx.ai
IBM's AI development studio for building generative AI apps and agents with foundation models, prompt tools, and machine learning, billed by usage.
Modal
Serverless cloud platform for running AI inference, training, batch jobs and agent sandboxes, billed per second of compute.
FreemiumVisit Modal (official site)
Replicate
Cloud API for running, fine-tuning and deploying open-source and proprietary AI models, billed by compute time or by output.

Together AI
AI cloud for running open-source models through serverless and batch inference, dedicated endpoints, GPU clusters and fine-tuning.
Weights & Biases
Platform for tracking ML experiments and tracing, evaluating and monitoring LLM apps and agents with W&B Weave.
Hugging Face FAQ
How much does Hugging Face cost?
A free account costs nothing. Team is $20 per user per month and Enterprise is from $50 per user per month. The PRO price is not shown in the published pricing text, and compute and storage are billed separately.
Is there a free plan?
Yes. Free accounts include 100GB of private storage, a free CPU Basic Space, free ZeroGPU access with a daily quota, and a small monthly inference credit that is subject to change.
What plans does Hugging Face have?
Individuals can use Free or PRO. Organizations choose Team, Enterprise or Enterprise Plus, which differ in storage, rate limits, SSO, audit logs, SCIM provisioning and support.
Does Hugging Face have an API?
Yes. Inference Providers offers a unified API over 200+ models with pay-as-you-go billing, and Inference Endpoints lets you deploy a model on dedicated infrastructure.
How much does GPU hardware cost?
Space hardware is billed hourly, for example $0.40 for a small Nvidia T4 and $2.50 for an A100 large. Dedicated inference endpoints start at $0.033 per hour for CPU instances.
What are alternatives to Hugging Face?
Common alternatives include Replicate, Kaggle, Together AI, Modal, AWS SageMaker and GitHub for hosting code and models.
Sources & verification
Facts on this page come from the official sources below, each with the date we read it. Written by Debuly; the vendor did not review this page.
| Source | Type | Accessed |
|---|---|---|
| huggingface.co/ | official | |
| huggingface.co/pricing | pricing | |
| huggingface.co/docs/inference-providers/main/en/pricing | pricing | |
| huggingface.co/docs/hub/enterprise | docs |
Image credits
- Logo: from huggingface.co · fetched · Vendor trademark, used only to identify the product; removed on request
- Cover: from huggingface.co · fetched · Vendor marketing image from the official site; removed on request
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