Nebius Token Factory

Hosted open-source model inference with per-token pricing and autoscaling endpoints

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Screenshot of Nebius Token Factory, Hosted open-source model inference with per-token pricing and autoscaling endpoints

What is Nebius Token Factory?

Nebius Token Factory is an API finder tool. Managed inference for 60+ open-source models with an OpenAI-compatible API, Fast and Base latency tiers, autoscaling dedicated endpoints and transparent per-token pricing.

Nebius Token Factory is a managed inference service for open-source language and code models. Instead of renting GPUs and building a serving stack, teams call an OpenAI-compatible endpoint and pay per token consumed. The catalog covers more than 60 models, including gpt-oss-120B, Kimi-K2-Instruct, Hermes-4-405B, GLM-4.5, Qwen3-Coder-480B-A35B-Instruct, Qwen3-235B-A22B-Thinking-2507 and DeepSeek-R1-0528, with context windows running from 128k up to 262k on the Qwen entries. Nebius says it onboards new open releases such as Llama, Mistral and Flux on customer demand. The product is aimed at engineering teams putting model calls into production rather than tinkerers comparing outputs for fun. Two serving flavors share the same endpoints: Fast targets sub-second time-to-first-token for interactive agents and chat, while Base trades latency for throughput on batch or background work, and you can switch between them without redeploying. Practically, a developer drops the Nebius base URL into an OpenAI SDK client, sets an API key and starts calling models. Dedicated endpoints add reserved capacity, autoscaling and a 99.9 percent SLA for workloads too large or too sensitive for shared access. Cost and speed are the pitch. Nebius quotes up to 3x better cost-to-performance than proprietary APIs, a figure it attributes to independent verification by Artificial Analysis, and claims more than 2.5x cheaper than GPT-4o at comparable quality on Llama-405B. Enterprise features include regional routing in EU or US data centers, RBAC, unified billing and SOC 2 Type II with HIPAA and ISO 27001 compliance. It sits in the same bracket as OpenRouter, Together and Fireworks: a neutral gateway to open weights rather than a single vendor's model. The differentiator Nebius leans on is its own cloud infrastructure, which it argues gives tighter latency and price control than resellers achieve.

How do you use Nebius Token Factory?

  1. 1Create an account and claim free credits
    Sign up at the Token Factory console. Free credits are issued so you can explore the model catalog without entering billing details first.
  2. 2Compare models in the Playground
    Open the Playground to test and compare hosted models side by side before wiring anything into code. The homepage lists the current model lineup with context sizes.
  3. 3Generate an API key
    Create an API key in the console organization settings and store it as an environment variable. The key authenticates both shared and dedicated endpoints.
  4. 4Point an OpenAI client at the Nebius endpoint
    Install the OpenAI SDK and override base_url to the Nebius API host, as shown in the homepage snippet. Pass your chosen model identifier and send a first chat completion.
  5. 5Pick a latency tier
    Choose the Fast flavor for interactive workloads or Base for bulk processing by changing the model suffix. No redeploy is needed to switch.
  6. 6Review pricing and request dedicated capacity
    Check self-service per-token prices, then contact the team if you need reserved throughput, autoscaling or a regional deployment.

Pros and cons

Pros

  • OpenAI-compatible API means existing SDK code needs only a base URL and key changeAI
  • Fast and Base tiers can be switched instantly against the same endpointAI
  • Dedicated endpoints offer autoscaling, 99.9 percent SLA and EU or US regional deploymentAI
  • Compliance coverage includes SOC 2 Type II, HIPAA and ISO 27001 on enterprise tiersAI
  • Published benchmarks from independent analysis back the latency and cost claimsAI

Cons

  • Model catalog is open weights only, so no access to proprietary frontier modelsAI
  • Per-token bills on high-volume agent loops can be harder to forecast than flat seatsAI
  • Some listed models carry custom or proprietary open licenses that need legal reviewAI
  • Dedicated capacity and volume discounts require a sales conversation, no self-serve checkoutAI
  • Documentation, support channels and console are heavily engineering oriented, with no no-code pathAI

How much does Nebius Token Factory cost?

Free trial

New accounts receive free credits to test 60+ open-source models in the Playground or through the API, with no infrastructure to set up.

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Pricing

Transparent per-token pricing with free credits to start, shared access for prototyping and dedicated endpoints with volume discounts for production. Self-service rates are published on the console prices page; dedicated capacity is quoted through sales, and no specific figures appear on the homepage.

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Support

Support runs through a Discord community for technical questions plus X and LinkedIn for announcements. Dedicated endpoint customers work with a Solutions team for sizing and custom deployment. No public SLA details beyond the 99.9 percent figure are stated.

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Integrations

The API follows the OpenAI SDK convention, so existing chat completion clients work after a base URL change. The homepage shows customer logos such as Hugging Face, Shopify, JetBrains and OpenRouter but does not detail native product integrations.

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Features

Hosted open-source models with up to 262k context, an OpenAI-compatible API, Fast and Base serving tiers, autoscaling dedicated endpoints, multi-region routing, sub-second time-to-first-token, speculative decoding, RBAC, unified billing and enterprise compliance.

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Frequently asked questions about Nebius Token Factory

  • How much does Nebius Token Factory cost?
    Transparent per-token pricing with free credits to start, shared access for prototyping and dedicated endpoints with volume discounts for production. Self-service rates are published on the console prices page; dedicated capacity is quoted through sales, and no specific figures appear on the homepage.
  • Does Nebius Token Factory offer a free trial?
    New accounts receive free credits to test 60+ open-source models in the Playground or through the API, with no infrastructure to set up.
  • Does Nebius Token Factory have an API?
    Yes, Nebius Token Factory offers an API.
  • How do you use Nebius Token Factory?
    The walkthrough on this page covers 6 steps: 1. Create an account and claim free credits 2. Compare models in the Playground 3. Generate an API key 4. Point an OpenAI client at the Nebius endpoint 5. Pick a latency tier 6. Review pricing and request dedicated capacity.
  • What platforms does Nebius Token Factory support?
    Nebius Token Factory is available on Web App.
  • What does Nebius Token Factory integrate with?
    The API follows the OpenAI SDK convention, so existing chat completion clients work after a base URL change. The homepage shows customer logos such as Hugging Face, Shopify, JetBrains and OpenRouter but does not detail native product integrations.

Status

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Added10/21/2026

Platforms

Web App

Pricing

FreemiumPaid

Categories

API FinderLLM AggregatorRoleplay APIChatCoding