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  7. BentoML
BentoML logo

BentoML

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Deploy, manage, and scale AI model inference with speed and control.

AI Model Deployment
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TL;DR - BentoML

  • Deploys and scales any AI model, including LLMs, across various infrastructures.
  • Offers intelligent auto-scaling, cold-start acceleration, and cost optimization.
  • Provides comprehensive observability, CI/CD, and enterprise-grade security for production AI.
Pricing: Paid only
Best for: Enterprises & pros

Pricing Plans

Starter

Pay As You Go

  • Dedicated deployments
  • Pay only compute you use
  • Fast cold start and auto-scaling
  • SOC 2 Type II compliant
  • Monitoring and logging dashboard
  • Community Slack support

Scale

Get a quote

  • Priority access to H100, H200 and more
  • Unlimited seats and deployments
  • Dedicated compute pool and cold-start guarantee
  • Region selection
  • Dedicated Slack channel

Enterprise

Get in touch

  • Full control in your VPC or on-prem
  • Tailored performance research and tuning
  • Custom SLAs
  • Use existing cloud commitments
  • Full control over data and network policies
  • Multi-cloud, hybrid compute orchestration
  • Audit logs, SSO, compliance evidence kit
  • Dedicated support engineering
View full pricing

About BentoML

BentoML is an inference platform designed to simplify the deployment and scaling of AI models, from popular open-source LLMs to custom architectures. It provides a unified framework for packaging and serving models, offering tailored optimization, efficient scaling, and streamlined operations. The platform aims to give users full control over their deployment while abstracting away infrastructure complexities. It caters to AI teams and developers looking to accelerate their path to production AI. BentoML supports deploying models on various infrastructures, including bring-your-own-cloud, on-premises Kubernetes, or Bento Cloud with access to cutting-edge GPU hardware. Key benefits include faster time to market for AI products, significant cost savings through efficient auto-scaling and scale-to-zero capabilities, and the ability to manage complex multi-model pipelines with ease.

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BentoML FAQ

BentoML is an inference platform designed to help AI teams and developers deploy, manage, and scale AI models efficiently. It provides tools for packaging models, optimizing their performance, and serving them in production environments with features like intelligent auto-scaling, observability, and CI/CD.

BentoML offers a 'Starter' pay-as-you-go plan where you only pay for compute used, with hourly rates for various GPUs and CPUs. There are also 'Scale' and 'Enterprise' plans with committed use discounts, custom pricing, and additional features, which require contacting sales for a quote. A free trial with compute credit is available.

BentoML offers a free trial that provides full access to the platform and a one-time free compute credit to deploy open-source LLMs or custom models. Deployments scaled to zero incur no cost. Upgrading to the Starter plan (with a credit card) unlocks additional GPU types and more deployments.

BentoML is for AI teams, data scientists, and developers who need to deploy, manage, and scale AI models in production. It's particularly beneficial for those working with large language models (LLMs), complex computer vision pipelines, or any AI application requiring efficient, scalable, and customizable inference infrastructure.

Quick Info

Pricing
Paid
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Alternatives

View all
MLflow logo

MLflow

Open-source MLOps platform

ClearML logo

ClearML

Open-source MLOps platform for experiment tracking

Fireworks AI logo

Fireworks AI

Fast inference for open-source AI models

Hugging Face logo

Hugging Face

AI community and platform

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