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Head-to-head · ML Experiment Tracking Software

ClearML vs Comet

  • Updated Oct 2026
  • Both researched from official sources
  • 7 checks side by side
Higher score ClearML #2 in ML Experiment Tracking Software 8.8/10 Free plan Free plan✓ 1 of 5 features Visit ClearML
Comet #3 in ML Experiment Tracking Software 8.7/10 Free plan Free plan✓ 5 of 5 features Visit Comet

ClearML leads on 1 check, Comet on 0, and 6 are even. Who comes out ahead on the 7 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreClearML · 8.8/10
  • Lowest starting priceClearML · $15/user/mo
  • Free planboth
  • Most featuresComet · 5 of 5

ClearML scores higher on our rubric for ml experiment tracking software: 8.8 against 8.7 out of 10; our editors rank them #2 and #3.

ClearML is cheaper to start at $15/user/mo against $19/user/mo.

ClearML is the better fit for teams wanting broad, affordable experiment management. Comet is the better fit for teams prioritizing polished tracking and comparisons.

  • ClearML fits best

    Teams wanting broad, affordable experiment management

  • Comet fits best

    Teams prioritizing polished tracking and comparisons

Advertiser disclosure: iTechGuides is reader-supported. Vendors can pay for top positions in our rankings and for a place on other products' pages, and we may earn a commission when you click some links. Bought places stand at the number bought; this page and our disclosure say so. Paying vendors may get a fuller, more detailed review from our editors, and that review can change their score. How we rank.

Side by side

Feature ClearML 8.8/10 Visit ↗ Comet 8.7/10 Visit ↗
At a glance
Editor score 8.8 8.7
Ranking #2 in ML Experiment Tracking Software #3 in ML Experiment Tracking Software
Best for Teams wanting broad, affordable experiment management Teams prioritizing polished tracking and comparisons
Pricing model Free plan + paid Free plan + paid
Starting price $15/user/mo (best) $19/user/mo
Free plan ✓ ✓
Free trial — —
Deployment Cloud, Self-hosted Cloud, Self-hosted
Platforms Web Web
Support Email, Community, Docs Email, Community, Docs, Phone
Compliance GDPR, SSO/SAML SOC 2, ISO 27001, GDPR, HIPAA, SSO/SAML
Integrations 12 integrations 12 integrations
Built for Solo, Small business, Mid-market, Enterprise Solo, Small business, Mid-market, Enterprise
Features ClearML 1/5 · Comet 5/5
Run comparison Not checked yet ✓ (best)
Artifact tracking Not checked yet ✓ (best)
Dataset versioning Not checked yet ✓ (best)
Model registry ✓ ✓
API and SDK access Not checked yet ✓ (best)
Specs
Deployment options Not checked yet Hybrid
Our review
Pros
  • Community includes tracking, datasets, models, pipelines, and orchestration
  • Supports web, API, self-hosted, VPC, on-premises, air-gapped, and hybrid deployments
  • Integrates with PyTorch, TensorFlow, scikit-learn, Hugging Face, Optuna, and Hydra
  • Direct run comparison with metrics, parameters, code, and system information
  • Artifact lineage, dataset versioning, and a model registry in one platform
  • Hosted, API, and self-hosted deployment options with broad ML integrations
Cons
  • Scale and Enterprise use quote-based pricing
  • Pro adds usage-based storage and activity costs
  • Its broad MLOps scope may exceed the needs of tracking-only teams
  • Enterprise pricing is custom
  • Single sign-on, compliance, and dedicated SLAs are Enterprise features
  • Advanced collaboration and email support require the Pro plan
Our verdict

ClearML is an open-source AI infrastructure and MLOps platform for data scientists, ML engineers, DevOps teams, and enterprises. Its scope extends from experiment tracking to dataset versioning, model management, pipeline orchestration,…

Read the review →

Comet is a machine learning platform for data science teams and individual practitioners that records and analyzes training runs, metrics, parameters, visualizations, code, datasets, and other experiment outputs. Its core value is…

Read the review →
  1. ClearMLML Experiment Tracking Software 8.8Free plan
  2. CometML Experiment Tracking Software 8.7Free plan

Strengths and trade-offs

  • ClearML — where it wins

    • Community includes tracking, datasets, models, pipelines, and orchestration
    • Supports web, API, self-hosted, VPC, on-premises, air-gapped, and hybrid deployments
    • Integrates with PyTorch, TensorFlow, scikit-learn, Hugging Face, Optuna, and Hydra

    Where it doesn't

    • Scale and Enterprise use quote-based pricing
    • Pro adds usage-based storage and activity costs
    • Its broad MLOps scope may exceed the needs of tracking-only teams
  • Comet — where it wins

    • Direct run comparison with metrics, parameters, code, and system information
    • Artifact lineage, dataset versioning, and a model registry in one platform
    • Hosted, API, and self-hosted deployment options with broad ML integrations

    Where it doesn't

    • Enterprise pricing is custom
    • Single sign-on, compliance, and dedicated SLAs are Enterprise features
    • Advanced collaboration and email support require the Pro plan
  • ClearML8.8/10 · Free plan

    A broad MLOps platform with experiment tracking, data versioning, orchestration, and serving.

    Visit ClearMLFull verdict →
  • Comet8.7/10 · Free plan

    A polished experiment tracking platform with strong comparison, lineage, and registry tools.

    Visit CometFull verdict →

More comparisons

Reviewed by iTechGuides Editors · Editorial team · Updated Oct 2026

Last updated · How we research and update