kitio.aiAdded Oct 28, 2026
BentoML
FreemiumOpen-source model serving and a managed platform for AI inference
What is BentoML?
BentoML is an open-source framework for packaging and serving AI models and custom inference pipelines, and the Bento Inference Platform runs those deployments in production. Teams can deploy open models such as Llama, DeepSeek, Qwen and Flux, or their own models of any architecture.
The platform adds deployment automation and CI/CD, observability, access control, quota tracking and performance tuning. Its compute engine handles autoscaling, scale-to-zero, cold-start acceleration and orchestration across regions and clouds.
You can run it in your own cloud, on-prem Kubernetes, or on Bento Cloud with NVIDIA and AMD GPUs. The company also publishes an LLM inference handbook and a performance explorer for comparing model serving setups.
Features
- Open-source serving framework
- Open model catalog
- Autoscaling and scale-to-zero
- Bring your own cloud
- Observability and CI/CD
- Managed GPU cloud
Tags
Releases
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Organization
BentoML
🇺🇸 United States
Listed by kitio.ai · unverified owner
Pricing
- Pricing model
- Freemium
- Paid options from
- Not listed
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Pros and cons
Pros
- Open-source core
- Runs in your cloud or on-prem
- Supports any model architecture
- Fine-grained scaling controls
Cons
- Requires ML engineering skills
- Platform pricing not in the evidence
- Self-hosting adds operational work
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Q&A
What is BentoML?
BentoML is an open-source framework for packaging and serving AI models and custom inference pipelines, and the Bento Inference Platform runs those deployments in production. Teams can deploy open models such as Llama, DeepSeek, Qwen and Flux, or their own models of any architecture.
Can BentoML run in my own cloud account?
Yes. The Bento Inference Platform supports bring-your-own-cloud and on-prem Kubernetes, as well as its managed Bento Cloud.
Is BentoML open source?
Yes. The BentoML serving framework is open source on GitHub, and the managed inference platform is built on top of it.
How much does BentoML cost?
BentoML is freemium.
Is there a free version of BentoML?
Yes. BentoML has a free plan, and paid plans add more usage and features.
What are the main features of BentoML?
Open-source serving framework, Open model catalog, Autoscaling and scale-to-zero, Bring your own cloud, Observability and CI/CD, Managed GPU cloud.
Who makes BentoML?
BentoML is made by BentoML.
What are the best alternatives to BentoML?
Popular alternatives include Hugging Face, Replicate, Fireworks AI.