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Machine Learning · head to head

BentoML vs ClearML

BentoML logo

BentoML

Machine Learning

Build production-ready ML applications

From
Free
Rated
-
Full reviewWebsite
ClearML logo

ClearML

Machine Learning

Open-source MLOps platform for experiment tracking and orchestration

From
Free
Rated
-
Full reviewWebsite

The short version

  • Each has a real cost: BentoML core BentoML framework is Apache 2.0 and free, but the managed BentoCloud enterprise tier has no published pricing: the README instructs buyers to sign up for personal access or contact sales for enterprise use, with no rate card shown.; ClearML broad scope means more to learn and more to run than a focused tracking tool
  • They diverge on capability: BentoML covers Model packaging, ClearML covers Experiment tracking.

Where they differ

Only the attributes on which BentoML and ClearML actually diverge.

Attributes where BentoML and ClearML differ
AttributeBentoMLClearML
Pricing modelfreemiumOpen-source self-hosted, with paid hosted and enterprise tiers
PlatformsLinux, Mac, WindowsLinux, macOS, Windows, Docker, Kubernetes
Founded2019Unknown

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Machine Learning).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in BentoML

  • Model packaging
  • REST API generation
  • Adaptive batching
  • Multi-framework support
  • Container deployment
  • PyTorch
  • TensorFlow
  • scikit-learn

Only in ClearML

  • Experiment tracking
  • Remote execution
  • Data versioning
  • Pipelines

What people use each for

The jobs each tool is most often brought in to do.

BentoML

  • Machine learningnot ClearML
  • Data analysisnot ClearML
  • Model trainingnot ClearML
  • Predictive analyticsnot ClearML

ClearML

  • Tracking experiments across a team so results are reproduciblenot BentoML
  • Moving training from laptops to shared GPU hardware without repackagingnot BentoML
  • Versioning datasets alongside the experiments that consumed themnot BentoML

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

BentoML

  • Core BentoML framework is Apache 2.0 and free, but the managed BentoCloud enterprise tier has no published pricing: the README instructs buyers to sign up for personal access or contact sales for enterprise use, with no rate card shown.

ClearML

  • Broad scope means more to learn and more to run than a focused tracking tool
  • Self-hosting the server is real infrastructure — database, file storage and web server
  • Documentation quality is uneven across the newer parts of the platform
  • Smaller community than the most popular tracking tools, so fewer worked examples exist

Pricing, plan by plan

BentoML

Free
  • Open SourceFree
    • Model packaging
    • API creation
    • Local serving
  • BentoCloudFree
    • Managed deployment
    • Auto-scaling
    • Monitoring

ClearML

Free
  • Open sourceFree
    • Experiment tracking
    • Pipelines
    • Self-hosted server

Which should you pick?

Choose BentoML if

  • You need model packaging.
  • You want to start without paying.
  • You work on Linux, Mac, Windows.
  • You also want rest api generation.
BentoML review

Choose ClearML if

  • You need experiment tracking.
  • You want to start without paying.
  • You work on Linux, macOS, Windows, Docker, Kubernetes.
  • You also want remote execution.
ClearML review

Questions people ask

Is BentoML or ClearML better?
Neither clearly leads. BentoML starts at Free and ClearML at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, BentoML or ClearML?
BentoML starts at Free and ClearML at Free.
Does BentoML or ClearML run on more platforms?
BentoML runs on Linux, Mac, Windows. ClearML runs on Linux, macOS, Windows, Docker, Kubernetes.
Can I use BentoML for free?
Both have a free tier, so you can try either at no cost before committing.
What is BentoML best used for?
BentoML is most often used for machine learning, data analysis, model training, predictive analytics. Of those, machine learning and data analysis are not what ClearML is typically brought in for.
What can BentoML do that ClearML cannot?
BentoML covers Model packaging, REST API generation, Adaptive batching, Multi-framework support. ClearML covers Experiment tracking, Remote execution, Data versioning, Pipelines.

Answered from the vendors’ own pages

BentoML: Is BentoML free for commercial use?

BentoML is open source and available on GitHub at no cost. The page does not restrict commercial use of the open-source version.

Source
ClearML: Is ClearML free?

The open-source version is free and self-hostable. Hosted and enterprise tiers are paid.

BentoML: What does the managed Bento Inference Platform cost?

The page references a 'Pricing' link to https://www.modular.com/pricing but does not include actual pricing details. Bento Cloud is mentioned as a managed service offering with access to GPU hardware (Nvidia H100, MI300X, B200, AMD GPUs), but costs are not disclosed.

Source
ClearML: How much code does tracking require?

Very little — adding a couple of lines to an existing training script captures parameters, metrics and environment automatically.

BentoML: Can I host BentoML myself or do I have to use their managed service?

The page mentions 'Bring Your Own Cloud' deployment as an option for Bento Inference Platform, in addition to Bento Cloud (their managed offering). However, specific details about self-hosting, costs, or features of each deployment model are not provided.

Source
ClearML: Does ClearML replace MLflow?

It covers MLflow’s tracking and adds orchestration, remote execution and data versioning. Whether that breadth is an advantage or extra weight depends on whether you need the rest.

BentoML: Is paid support available for BentoML?

The page includes 'Talk to our engineers' and 'Book a Demo' buttons but does not explicitly disclose whether paid support or consulting services are available.

Source
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