AI Tool Atlas

CodingDocumented overviewLast checked Sep 29, 2026

Inference.net: Pricing, Features & Best Use Cases

Inference infrastructure for deploying, tracing, evaluating and fine-tuning open-source and custom LLMs, with a gateway and SDK.

Inference.net homepage screenshot, coding AI tool

Our take: Inference.net fits AI engineering teams that want to move workloads from closed-model APIs to deployed open-source or custom models while tracing and evaluating them in one place.

Main limitation: The free plan has 1 seat, 14-day retention and a 30 requests-per-minute limit, and Enterprise pricing requires contacting sales.

By the AI Tool Atlas editors. Based on the vendor's official documentation; we have not tested this product hands-on. What “documented overview” means

Who Inference.net fits

Inference.net fits AI engineering teams that want to move workloads from closed-model APIs to deployed open-source or custom models while tracing and evaluating them in one place. Based on the vendor's documentation, not on a hands-on test.

Best for: AI engineering teams

Also a good fit for

  • Startups moving off closed-model APIs

Consider another tool if free plan limited to 1 seat, 14-day retention and 30 requests per minute

Or if

  • Enterprise pricing requires contacting sales
  • Aimed at engineering teams, requires an account and integration work

Inference.net pricing and usage limits

Prices checked Sep 29, 2026 on the official US pricing page. Official pricing ↗ Prices and limits change often.

Inference.net pricing page with plans and prices — screenshot of the coding AI tool, Oct 1, 2026
The official Inference.net pricing page as we saw it. inference.net, captured Oct 1, 2026

Free access and trial conditions

Pay as you go starts at $0 plus usage with included credits

Not stated

Paid plans: what changes as you upgrade

Pay as you go web

$0 source (opens in a new tab)

Month

For: Evaluating the platform and first projects

Limits

  • 1M gateway requests and 1M tracing spans per month
  • 14-day data retention
1 more
  • 1 seat; 30 req/min rate limit

Includes

  • Monthly credits for fine-tuning, evals, gateway routing and observability

API included

Growth web

$250/mo source (opens in a new tab)

Month

For: Teams with production workloads

Limits

  • 50M gateway requests and 50M tracing spans per month
  • 250 req/min rate limit
1 more
  • $50 one-time opening credit

Includes

  • Unlimited seats
  • Unlimited data retention

API included

Enterprise web

Custom pricing source (opens in a new tab)

Unknown

For: Large deployments

Limits

  • Custom contracts and committed-use pricing

Includes

  • Dedicated infrastructure
  • Direct support channel
1 more
  • Custom-trained models

API included

Usage caps, credits and extra costs

Usage beyond included credits is billed separately

Not stated

What is Inference.net, and how does it work?

Inference.net is an infrastructure platform for teams shipping AI products. It offers managed deployment of open-source and custom models, a gateway, tracing of LLM and tool calls, evaluations and model training. The site positions it as a way to move workloads from providers such as OpenAI, Anthropic and Gemini to open-source models, while monitoring quality, latency and cost. It lists SOC 2 Type II certification.

Inference.net homepage — screenshot of the coding AI tool, Oct 1, 2026
Inference.net's official site: how the product presents itself. inference.net, captured Oct 1, 2026

What you provide and what you get back

How Inference.net works: what you provide, where it runs and what you get backYOU PROVIDEYour inputLLM requests through the gatewayProduction tracesDatasets for training and evalsCODINGInference.netWeb, APIfrom $250/mo (Growth)free tier availableaccount requiredchecked Sep 29, 2026YOU GET BACKThe resultHosted open-source model endpointsTraces of LLM, tool and framework…Evaluation results and fine-tuned…input → Inference.net → output · from the vendor's own pages, no hands-on test unless stated
What you give Inference.net and what comes back, from its documentation

You provide

  • LLM requests through the gateway
  • Production traces
  • Datasets for training and evals

You get back

  • Hosted open-source model endpoints
  • Traces of LLM, tool and framework steps
  • Evaluation results and fine-tuned models

Where you can use it

Platforms
Web, API
Account
Required
Free limits
1M requests, 1 seat, 14-day retention, 30 req/min
Growth limits
50M requests, unlimited seats, 250 req/min
Uptime claim
99.99%
Compliance
SOC 2 Type II
Modules
Deploy, Observe, Trace, Train, Evaluate

What people use Inference.net for

Scenarios are worked out by our editors from the documentation; the actual result depends on your input and plan.

Deploy open-source models such as Kimi or GPT-OSS on managed infrastructure

Who
AI engineers
You provide
A model from the catalog
Expected result
A hosted endpoint with a stated 99.99% uptime
Plan needed
Pay as you go
Limitation
Rate limits are tight on the free plan source (opens in a new tab)

Trace agent steps, LLM calls and tool calls in production

Who
Teams debugging agents
You provide
SDK-instrumented requests
Expected result
Traces of each step and cost
Plan needed
Pay as you go or Growth
Limitation
14-day retention on the free plan source (opens in a new tab)

Evaluate models against production traces before switching

Who
Teams leaving closed APIs
You provide
Production traces and benchmarks (AutoEvals)
Expected result
A comparison of quality, latency and cost across models
Plan needed
Any plan
Limitation
Needs integration work source (opens in a new tab)

Train a task-specific model

Who
Startups with domain data
You provide
Curated traces and eval failures
Expected result
A custom model tuned to the task
Plan needed
Growth or Enterprise
Limitation
Training terms are not fully listed source (opens in a new tab)

Inference.net features and their limits

Inference.net homepage — screenshot of the coding AI tool, Oct 1, 2026
Feature overview on the official site. inference.net, captured Oct 1, 2026

Managed model deployment

Hosts open-source and custom models on managed global infrastructure Removes the work of running GPUs

Access: All plansLimit: Prices beyond credits are usage-based source (opens in a new tab)

Gateway with request routing

Routes LLM requests through a single endpoint Lets you swap providers without code churn

Access: All plansLimit: 30 req/min cap on free source (opens in a new tab)

Tracing of LLM calls, tool calls and framework steps

Captures each step agents take Shows where failures and cost occur

Access: All plansLimit: Retention 14 days on free, unlimited on Growth source (opens in a new tab)

Evaluation and AutoEvals model comparison

Benchmarks models on your tasks before deployment Picks a model on evidence

Access: All plansLimit: Quality depends on your eval data source (opens in a new tab)

HALO agent optimization

Analyzes traces, ranks failure modes and suggests fixes Speeds up agent improvement

Access: Open sourceLimit: Needs traces to work source (opens in a new tab)

Inference.net: strengths and limits

Reasons to choose Inference.net

Check before paying for Inference.net

How to use Inference.net for moving an LLM workload to a deployed open-source model with tracing

Set up Inference.net

  1. Create an Inference.net account (free Pay as you go)
  2. Install the SDK and get an API key from the dashboard
  3. Point your LLM client at the Inference.net gateway or API

Example: moving an LLM workload to a deployed open-source model with tracing

  1. Send your existing prompts through the gateway so traces are captured
  2. Run AutoEvals to compare candidate open-source models on your traces
  3. Deploy the winning model from the catalog
  4. Monitor quality, latency and cost in the dashboard

Review and export the result

  1. Confirm traces appear for each request in the dashboard
  2. Compare eval scores between the old and new model before switching traffic

Inference.net API

Inference.net pricing page with plans and prices — screenshot of the coding AI tool, Oct 1, 2026
Plan comparison on the official pricing page. inference.net, captured Oct 1, 2026

API access and separate billing

An API is available, billing not documented. Inference API, SDK and CLI described in docs API documentation ↗

Privacy, data use and commercial rights

Summarized from the vendor's current policies; this is not legal advice and a vendor's badge is not an independent audit.

How your inputs and outputs are handled

Processes LLM requests, traces and training datasets

Not stated for customer data; /privacy was unavailable

14 days on Pay as you go; unlimited on Growth

Commercial use and plan restrictions

Not stated

Retention differs by plan

Controls for business users

  • SOC 2 Type II

Policies: inference.net/privacy

Other tools to consider instead of Inference.net

"Better suited" is based on documented features and pricing, not on a head-to-head test.

GitHub Copilot: better suited to

Replit: better suited to

Alternatives
AlternativeWhen to choose itPricingLimitation
GitHub Copilot——Compare
Replit——Compare

Explore Inference.net further

Inference.net pricing, plan by planEvery plan with USD prices, limits and what is free.Best Inference.net alternativesTools for the same job, by need and starting price.Best AI coding toolsOur picks in this category, compared by price and free tiers.

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    Inference.net FAQ

    Is Inference.net free to start?

    Yes, Pay as you go is $0 plus usage and includes 1M gateway requests and 1M tracing spans per month. source (opens in a new tab)

    What does Growth cost?

    $250 per month with 50M gateway requests, unlimited seats and unlimited retention. source (opens in a new tab)

    Is it SOC 2 certified?

    The site states SOC 2 Type II certification. source (opens in a new tab)

    What can I deploy?

    Open-source and custom models, such as GPT-OSS 120B, on managed infrastructure. source (opens in a new tab)

    How long are traces kept?

    14 days on the free plan and unlimited on Growth. source (opens in a new tab)

    Sources and review methodology

    Official sources and verification dates

    Not verified: Per-token prices; Privacy terms; Training use of customer data; US availability.

    How we documented and maintain this page

    Every fact about Inference.net above comes from the 3 official pages listed here, last compared on Sep 29, 2026; we have not run Inference.net ourselves, so it has no editorial score. How we check and re-check pages.

    Article updated Oct 2, 2026; prices checked Sep 29, 2026. Outbound links to vendors are plain links; we do not earn commissions. How we review · Report an error