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What is Run BiOS?

Run BiOS provides a serverless inference solution that is compatible with OpenAI, allowing users to direct the OpenAI SDK to its endpoint while keeping their original code intact. It boasts six distinct model families—Claude, DeepSeek, GLM, Kimi, MiniMax, and Qwen—along with a bios-adaptive system that enhances each request for optimal quality, speed, and budget compliance, all within a predetermined price ceiling. To maintain user privacy, prompts and responses are stored temporarily in memory and are purged after the request is completed, eliminating any retention of request logs, content databases, or archives. Furthermore, if you choose to acquire ownership of the model weights later on, you can access fine-tuning and dedicated GPU endpoints under the same account, with billing calculated by the second of GPU usage. The pricing model is structured around your consumption from a prepaid balance, assessed per million tokens, and the endpoint will pause rather than incur debt if your balance runs out. You can begin using the service with an initial credit of $10, and no credit card is required for signup, making it an appealing choice for users. This degree of flexibility fosters an environment conducive to experimentation while effectively managing costs, making it an attractive option for developers and businesses alike.

What is FriendliAI?

FriendliAI is an innovative platform that acts as an advanced generative AI infrastructure, designed to offer quick, efficient, and reliable inference solutions specifically for production environments. This platform is loaded with a variety of tools and services that enhance the deployment and management of large language models (LLMs) and diverse generative AI applications on a significant scale. One of its standout features, Friendli Endpoints, allows users to develop and deploy custom generative AI models, which not only lowers GPU costs but also accelerates the AI inference process. Moreover, it ensures seamless integration with popular open-source models found on the Hugging Face Hub, providing users with exceptionally rapid and high-performance inference capabilities. FriendliAI employs cutting-edge technologies such as Iteration Batching, the Friendli DNN Library, Friendli TCache, and Native Quantization, resulting in remarkable cost savings (between 50% and 90%), a drastic reduction in GPU requirements (up to six times fewer), enhanced throughput (up to 10.7 times), and a substantial drop in latency (up to 6.2 times). As a result of its forward-thinking strategies, FriendliAI is establishing itself as a pivotal force in the dynamic field of generative AI solutions, fostering innovation and efficiency across various applications. This positions the platform to support a growing number of users seeking to harness the power of generative AI for their specific needs.

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Integrations Supported

Amazon Web Services (AWS)
DeepSeek
Gemma 3
Gemma 4
Grafana Cloud
Hugging Face
Kubernetes
LangChain
LiteLLM
Llama 3.3
Meta AI
Microsoft Azure
MongoDB
NVIDIA DRIVE
Poe
Prometheus
Qwen
Weaviate

Integrations Supported

Amazon Web Services (AWS)
DeepSeek
Gemma 3
Gemma 4
Grafana Cloud
Hugging Face
Kubernetes
LangChain
LiteLLM
Llama 3.3
Meta AI
Microsoft Azure
MongoDB
NVIDIA DRIVE
Poe
Prometheus
Qwen
Weaviate

API Availability

Has API

API Availability

Has API

Pricing Information

Pricing not provided
Free Version
Free Trial Offered?

Pricing Information

$5.9 per hour
Free Version
Free Trial Offered?

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

UltraSafe AI Inc.

Date Founded

2025

Company Location

United States

Company Website

runbios.ai

Company Facts

Organization Name

FriendliAI

Date Founded

2021

Company Location

United States

Company Website

friendli.ai/

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