BentoML

Unified Inference Platform for any model, on any cloud

Usage Based

Description

BentoML provides an open-source framework and a unified cloud platform designed for building, shipping, and scaling production-grade AI applications. It enables developers to package machine learning models trained in any framework and transform them into production-ready inference endpoints. Users can bring their own models, whether open-source or custom fine-tuned, along with their code to create versatile inference APIs, efficient job queues, and complex multi-model pipelines tailored to specific business needs.

The platform emphasizes flexibility and control, particularly with its Bring Your Own Cloud (BYOC) offering for enterprise users, allowing deployment within existing AWS, GCP, Azure, or other cloud environments. BentoML focuses on high-performance inference, featuring capabilities like high throughput, low latency, intelligent GPU resource management, and automatic scaling with fast cold starts. It streamlines the development lifecycle with tools for local development, debugging using cloud GPUs, instant preview of changes, and seamless promotion to production environments, ultimately simplifying the operational complexity of running AI at scale.

Key Features

Open-Source Serving Engine: Build Inference APIs, Job Queues, and Compound AI Systems.
High-Performance Inference: Achieve high throughput and low latency for LLMs and other models.
Auto-Scaling: Automatic horizontal scaling based on traffic with fast cold starts.
Rapid Iteration: Build locally or debug with Cloud GPUs and seamlessly promote to production.
Bring Your Own Cloud (BYOC): Deploy on AWS, GCP, Azure, or other clouds for full control.
Simplified API Access: Auto-generated web UI, Python client, and REST API with token authorization.
Efficient Resource Management: Optimize GPU/CPU utilization to balance cost, speed, and throughput.
SOC II Certified Security: Ensures models and data remain secure (Enterprise feature).

Use Cases

LLM endpoints
Batch Inference Job
Custom Inference APIs
Voice AI Agent
Document AI
Agent as a Service
ComfyUI Pipeline
Multi-LLM Gateway
Video Analytics Pipeline
Multi-Modal Search
RAG app

Frequently Asked Questions

What use cases does BentoCloud support?

BentoCloud enables users to build custom AI solutions and create dedicated deployments, from inference APIs to complex AI systems, offering flexibility in deployment options.

What GPU types are available in BentoCloud?

Standard offerings include Nvidia T4, L4, and A100. Additional GPU types are available for Enterprise tier customers.

Do you offer free credits?

Yes, new users receive $10 in compute credits upon signing up for BentoCloud.

What payment methods are accepted?

The Starter plan accepts credit cards. Pro and Enterprise plans support invoicing.

Can I deploy BentoML on my own infrastructure?

Yes, the Enterprise plan offers a Bring Your Own Cloud (BYOC) option, allowing deployment on your own AWS, GCP, Azure, Oracle Cloud, or other infrastructure.