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What is PromptUnit?

PromptUnit acts as an intermediary for AI inference, efficiently reducing AI costs by connecting applications with various AI service providers without requiring any changes to existing code. Teams can simply swap the base URL while keeping the same SDK, endpoints, response parsing, and error handling, which allows PromptUnit to manage routing, failover, cost tracking, and quality evaluation seamlessly. It carefully logs every interaction with the API, capturing important details such as the model used, features selected, user segments, token counts, latency, and associated costs, providing instantaneous insights into AI spending before any routing changes are made. In its observation mode, PromptUnit diligently tracks traffic patterns, shadow-classifies incoming requests, anticipates potential savings, and elucidates routing decisions, enabling teams to see projected savings prior to enabling live routing. Once activated, Smart Routing effectively categorizes tasks to route each request to the most economical model that adheres to predefined quality benchmarks. Furthermore, PromptUnit enhances its functionality with features such as prompt compression, protection against token inflation, prompt efficiency scoring, semantic request caching, and multi-model consensus, all contributing to improved performance. By adopting this all-encompassing strategy, organizations can significantly enhance their AI efficiency while maintaining tight control over their financial resources. Ultimately, this innovative solution empowers teams to make informed decisions about their AI usage and budget management.

What is Nebius Token Factory?

Nebius Token Factory serves as an innovative AI inference platform that simplifies the creation of both open-source and proprietary AI models, eliminating the necessity for manual management of infrastructure. It offers enterprise-grade inference endpoints designed to maintain reliable performance, automatically scale throughput, and deliver rapid response times, even under heavy request loads. With an impressive uptime of 99.9%, the platform effectively manages both unlimited and tailored traffic patterns based on specific workload demands, enabling a smooth transition from development to global deployment. Nebius Token Factory supports a wide range of open-source models such as Llama, Qwen, DeepSeek, GPT-OSS, and Flux, empowering teams to host and enhance models through a user-friendly API or dashboard. Users enjoy the ability to upload LoRA adapters or fully fine-tuned models directly while still maintaining the high performance standards expected from enterprise solutions for their customized models. This robust support system ensures that organizations can confidently harness AI capabilities to adapt to their changing requirements, ultimately enhancing their operational efficiency and innovation potential. The platform's flexibility allows for continuous improvement and optimization of AI applications, setting the stage for future advancements in technology.

Media

Media

Integrations Supported

DeepSeek
Anthropic
BGE
DeepSeek-V3
FLUX.1
GLM-4.5
Gemma 3
Go
Kimi
Kimi K2.5
Kimi K2.6
Llama
Llama Guard
Mistral 7B
Nebius
Qwen
Qwen2.5
Qwen3-Coder
Stable Diffusion XL (SDXL)
gpt-oss-20b

Integrations Supported

DeepSeek
Anthropic
BGE
DeepSeek-V3
FLUX.1
GLM-4.5
Gemma 3
Go
Kimi
Kimi K2.5
Kimi K2.6
Llama
Llama Guard
Mistral 7B
Nebius
Qwen
Qwen2.5
Qwen3-Coder
Stable Diffusion XL (SDXL)
gpt-oss-20b

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided.
Free Trial Offered?
Free Version

Pricing Information

$0.02
Free Trial Offered?
Free Version

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Supported Platforms

SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Customer Service / Support

Standard Support
24 Hour Support
Web-Based Support

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Training Options

Documentation Hub
Webinars
Online Training
On-Site Training

Company Facts

Organization Name

PromptUnit

Company Location

United States

Company Website

www.promptunit.ai/

Company Facts

Organization Name

Nebius

Date Founded

2022

Company Location

Netherlands

Company Website

nebius.com/services/token-factory/enterprise-grade-inference

Categories and Features

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