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Inference Providers

by Hugging Face@huggingfaceUnited States and FranceNo ratings yet

Model inference through multiple third-party providers, listed alongside pricing and performance metrics.

Visit huggingface.co
Tool type
Model inference routing and comparison catalog
Made for
Developers and teams choosing hosted model inference
Runs on
Hosted model APIs
Requests are served by the listed providers; the published information do not name the specific infrastructure beyond provider names.
Last checked
28 Oct 2026
2 product sources

What it does

Inference Providers lets you take an open model from the Hugging Face catalog and send requests to it through a hosted provider. The supported models page lists each model alongside the providers serving it, with input and output prices per million tokens, context length, latency, throughput, and whether tool calling or structured output is supported.

In practice, the table works as a comparison tool. You can look up a model, then weigh cost, speed, and feature support across providers before choosing one. A single model can be offered by several providers, each with its own price and performance profile, so the provider choice stays visible rather than fixed.

It suits developers and small teams who want to test or deploy open models without running their own hardware. Access is through the Hugging Face platform, and you start by signing up for an account. Token pricing is billed separately for input and output and varies widely by model and provider, so check current rates on the supported models page. For free-tier limits or team and enterprise terms, request a quote or consult Hugging Face directly.

What it can do

  • Lists hosted open models with the providers that serve each one
  • Shows input and output prices per million tokens for each provider
  • Shows context length, latency, and throughput per provider and model
  • Indicates whether a given provider model supports tool calling
  • Indicates whether a given provider model supports structured output
  • Lets users compare providers for the same model side by side

Example workflows

Choosing a provider for a model (illustrative)
Input: a target open model and a priority such as lowest cost or fastest throughput. Steps: find the model in the supported models table, compare the listed providers on input and output price, latency, and throughput, and check whether tool calling or structured output is needed. Output: a shortlist of providers that fit the chosen priority.
Estimating per-request cost (illustrative)
Input: an expected average prompt length and response length for a workload. Steps: read the input and output per-million-token rates for the chosen provider and model, multiply each by the expected token count, and add the two results. Output: an estimated cost per request to use in budgeting.

Before you choose

  • Provider availability, pricing, and feature support vary by model, so one model's providers may differ from another's.
  • Prices are quoted per million tokens, with input and output billed separately, so include both in cost estimates.
  • Some provider rows in the table are incomplete, so confirm the chosen provider's current figures before relying on them.

Listed under

Get started

Create a Hugging Face account, then follow the provider documentation for authentication and billing.

  1. Create or sign in to a Hugging Face account using the sign-up link on the supported models page.
  2. Open the supported models page and find the model you plan to use.
  3. Compare the listed providers for that model on price, latency, throughput, and tool-calling or structured-output support, then select one.
Sign up for a Hugging Face account

Plans and prices

Prices in USD

Provider rates vary by model and are charged per million input and output tokens. PRO is optional at $9/month and includes $2 in monthly inference credits; it is not a prerequisite for API usage.

PRO$9/moMonthly subscription for an individual account.
  • $2 of included inference credits monthly
  • 8x ZeroGPU quota and highest queue priority
Inference Providers usageUsage-basedNamed meter: input tokens; see the supported models page for each provider's rate.Named meter: output tokens; see the supported models page for each provider's rate.
  • Per-token billing for provider models
  • Rates vary by model and provider

Source: huggingface.co/pricing, checked 28 Oct 2026. Prices can change; check before you buy.

Sources for this overview

Product pages, documentation, and pricing checked 28 Oct 2026. Each source supports part of the overview; availability and prices can change.

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What’s changed

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Signals

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Data and security

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Training on your files, compliance, hosting and the models behind it. Free with an account.

Compare with similar tools

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Prices, platforms and features against similar tools, with sources. Free with an account.

Where this comes from

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Last checked 28 Oct 2026. Every field keeps its source and date; unknown means we couldn’t confirm it.