Nebius Token Factory vs. Runcrate Comparison


Nebius Token Factory Nebius	Runcrate Aeonmind LLC	+	+
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About Nebius Token Factory is a scalable AI inference platform designed to run open-source and custom AI models in production without manual infrastructure management. It offers enterprise-ready inference endpoints with predictable performance, autoscaling throughput, and sub-second latency — even at very high request volumes. It delivers 99.9% uptime availability and supports unlimited or tailored traffic profiles based on workload needs, simplifying the transition from experimentation to global deployment. Nebius Token Factory supports a broad set of open source models such as Llama, Qwen, DeepSeek, GPT-OSS, Flux, and many others, and lets teams host and fine-tune models through an API or dashboard. Users can upload LoRA adapters or full fine-tuned variants directly, with the same enterprise performance guarantees applied to custom models.	About Runcrate gives AI teams and their agents GPUs and inference from one account. Instances: rent a GPU by the hour (H100, H200, A100, L40S, RTX 4090, RTX PRO 6000 and more, 20+ models) with SSH, Jupyter and VS Code in the browser. A launch reaches running in about four minutes, booting is never billed, and most GPUs bill by the second. Inference: 200+ open models (DeepSeek, Qwen, Llama, Kimi, FLUX, Whisper) behind one OpenAI-compatible API, so the client you already use works. Priced per token, image or second. Storage volumes keep datasets and checkpoints between instances, and reserved clusters cover 8+ GPUs or month-long terms. Built for agents: connect Claude Code, Codex or Cursor to the Runcrate MCP server with one command and sign in through your browser, no key to paste. Your agent can then launch a GPU, run commands on it and shut it down. Also a CLI (brew install runcrateai/tap/runcrate) and Python and TypeScript SDKs.
Platforms Supported Windows Not Supported Mac Not Supported Linux Not Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported	Platforms Supported Windows Supported Mac Supported Linux Supported Cloud Supported On-Premises Not Supported iPhone Not Supported iPad Not Supported Android Not Supported Chromebook Not Supported
Audience Engineering and data science teams that need a production-grade inference system to deploy, scale, and manage open-source or custom AI models reliably in enterprise environments	Audience AI developers, ML engineers, and AI agents that need on-demand GPUs or model inference.
Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported	Support Phone Support Not Supported 24/7 Live Support Not Supported Online Supported
API Offers API Supported	API Offers API Supported
Screenshots and Videos View more images or videos	Screenshots and Videos No images available
Pricing $0.02 Free Version Supported Free Trial Supported	Pricing $0.65/hour Free Version Not Supported Free Trial Not Supported
Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software	Reviews/Ratings Overall 0.0 / 5 ease 0.0 / 5 features 0.0 / 5 design 0.0 / 5 support 0.0 / 5 This software hasn't been reviewed yet. Be the first to provide a review: Review this Software

Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported	Training Documentation Supported Webinars Not Supported Live Online Not Supported In Person Not Supported
Company Information Nebius Founded: 2022 Netherlands nebius.com/services/token-factory/enterprise-grade-inference	Company Information Aeonmind LLC Founded: 2025 www.runcrate.ai/
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Categories AI Fine-Tuning Supported AI Inference Supported ML Model Deployment Supported	Categories Cloud GPU Supported

Integrations Claude Code Not Supported DeepSeek-V3 Supported Devstral Small 2 Supported GLM-4.5 Supported GLM-4.5-Air Supported Gemma 4 Supported JSON Supported Kimi Supported Kimi K3 Supported Kimi K3.1 Pro Supported Llama 3.1 Supported Llama 3.3 Supported Llama Guard Supported Model Context Protocol (MCP) Not Supported NVIDIA Llama Nemotron Supported Polyant Supported Qwen2.5 Supported Qwen3 Supported Qwen3-Coder Supported gpt-oss-20b Supported Show More Integrations View All 41 Integrations	Integrations Claude Code Supported DeepSeek-V3 Not Supported Devstral Small 2 Not Supported GLM-4.5 Not Supported GLM-4.5-Air Not Supported Gemma 4 Not Supported JSON Not Supported Kimi Not Supported Kimi K3 Not Supported Kimi K3.1 Pro Not Supported Llama 3.1 Not Supported Llama 3.3 Not Supported Llama Guard Not Supported Model Context Protocol (MCP) Supported NVIDIA Llama Nemotron Not Supported Polyant Not Supported Qwen2.5 Not Supported Qwen3 Not Supported Qwen3-Coder Not Supported gpt-oss-20b Not Supported Show More Integrations View All 7 Integrations
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