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AI inference vv1.1

Nebius Token Factory ✓

Enterprise-grade open-source AI inference at unlimited scale.

Source rating 5.0 (12) 136k views 455.3K/mo traffic 154 saves Free Trial
Agentic Workflows AI Deployment AI Inference
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AI Scalability Autoscaling Endpoints Cloud Infrastructure AI inference
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Trial; then from $0.01

Verdict

A quick read before you dig into the full page.

Best if
You are aI developers and need: Fine-tuning open source models into specialized AI solutions
Skip if
Limited to supported open-source model families
Pick this when
Sub-second inference across open models

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Overview

Nebius Token Factory is an enterprise AI infrastructure platform designed for high-throughput, low-latency inference across open-source large language models. It provides developers and organizations with dedicated inference endpoints, transparent $/token pricing, and autoscaling performance, all without the need for GPU management or complex MLOps setup.

Built for production workloads, Token Factory ensures sub-second response times, unlimited scalability, and zero data retention, making it ideal for organizations needing security, predictability, and performance. Models are validated for multilingual consistency and reasoning accuracy, benchmarked independently for speed and throughput superiority.

Nebius offers two tiers, Fast for interactive real-time use cases and Base for large-scale background inference, both running through the same API. With compliance certifications including SOC 2 Type II, HIPAA, and ISO 27001, the platform supports RAG systems, agentic workflows, and custom enterprise deployments with ease.
Nebius Token Factory website

Best for

Short scenarios where Nebius Token Factory tends to shine.

  • Fine-tuning open source models into specialized AI solutions

    Best for AI developers

  • Revolutionizing drug discovery, biotechnology, genomics, and healthtech

    Best for ML practitioners

  • Orchestrating and scaling AI environments using Managed Kubernetes or Slurm

    Best for Data scientists

  • Deploying MLflow, PostgreSQL, and Apache Spark with zero maintenance effort

    Best for Startups

Example outputs 1

Sample generations and before/after results for Nebius Token Factory.

Nebius Token Factory screenshot
Nebius Token Factory screenshot Nebius Token Factory website

Access & connections

Where you can use Nebius Token Factory, and what it plugs into.

Platforms

Web

Integrations

Kubernetes

Capabilities

What this tool accepts, produces, and is strongest at.

Supported features

  • Fine-tuning

Models

Text

Qwen3 30B A3B Qwen3 235B A22B

Image

Flux.1 Dev Flux.1 Schnell

Pros & cons

Pros

  • Sub-second inference across open models
  • No MLOps or GPU management required
  • Transparent, usage-based $/token pricing
  • Enterprise-grade SLAs and compliance
  • Dedicated, autoscaling endpoints
  • Multi-region routing for global performance
  • Open-source ecosystem compatibility
  • Benchmark-verified speed and efficiency
Show 4 more
  • Seamless prototype-to-production scaling
  • Zero data retention for full privacy
  • Integration with RAG and agentic workflows
  • Free tier with 60 models

Cons

  • Limited to supported open-source model families
  • Requires API familiarity for integration
  • Custom fine-tuning setup may need support involvement
  • Performance tier selection affects cost

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Releases 2

Nebius Token Factory v1.1 Nov 17, 2025 Current

We’re launching Nebius Token Factory, the evolution of Nebius AI Studio, built to make open-source AI production-grade.

Token Factory transforms raw open models into governed, scalable systems with dedicated inference, sub-second latency, 99.9% uptime and zero-retention compliance.

It’s where inference, post-training and governance converge, turning raw compute into reliable intelligence.

Run AI inference at scale: http://tokenfactory.nebius.com

Why this matters

Teams are quickly moving from closed APIs to open-source models for cost, control and transparency.
But at scale, they hit the same blockers:

⏱️ Unpredictable latency
💸 Rising $/token
🔐 No fine-tuning or compliance guardrails

Token Factory fixes that with dedicated endpoints and transparent economics.

What’s inside

  • Dedicated inference: Run Llama, Qwen, DeepSeek, GPT-OSS and more on high-throughput infra
  • Zero-retention & compliance: SOC 2 Type II, HIPAA, ISO 27001
  • Governed collaboration: RBAC, SSO, unified billing
  • Fine-tune & deploy instantly: Customize models and push to production in one click

🏭 The big idea

AI is moving from experimentation to industrialization. Nebius Token Factory is how teams turn open-source models into production-grade systems that are both fast, affordable, and compliant.

Every token served: measurable, reliable and governed.

👉 http://tokenfactory.nebius.com

Initial release October 29, 2024
Initial release of Nebius Token Factory.

FAQ 10

What is Nebius Token Factory?
It’s an inference platform enabling organizations to run open-source AI models at scale with sub-second latency, predictable costs, and enterprise-grade security.
Which models are supported?
Leading open-source models such as DeepSeek R1, Qwen3, GLM-4.5, Hermes-4-405B, Kimi-K2-Instruct, OpenAI GPT-OSS 120B, and more.
How does pricing work?
Nebius uses transparent, usage-based $/token pricing. Costs vary by model and tier (Fast or Base), with volume discounts available.
What performance guarantees do you provide?
Guaranteed 99.9% uptime SLA, autoscaling throughput, and sub-second time-to-first-token latency verified by third-party benchmarks.
Do I need to manage GPUs or clusters?
No. Nebius provides fully managed infrastructure with dedicated endpoints optimized for production performance.
Can I deploy my own fine-tuned model?
Yes. Custom fine-tuned models can be deployed on dedicated Nebius endpoints.
Is my data secure?
Yes. Token Factory ensures zero data retention, secure routing, and compliance with major enterprise standards (SOC 2 Type II, HIPAA, ISO 27001).
What use cases does Nebius support?
RAG pipelines, agentic inference, contextual applications, large-scale analytics, and enterprise-grade production workloads.
How do I start using Token Factory?
Sign up for free, access credits for 60+ open models via the Playground or API, and scale seamlessly as needed.
What makes Nebius different from other providers?
Predictable performance, no throttling, up to 3× cost efficiency, and top-tier benchmarked speed (up to 4.5× faster than competitors).
Nebius Token Factory Trial; then from $0.01
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