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ML Experiment Tracking Software

Alternatives to Oríon

The tools Specifiction weighs against Oríon, from its list of ml experiment tracking software, each with its plans, platforms and spec score.

  1. 01 Comet

    Opik suits teams building applications or agents that make LLM calls, while MLOps is designed for teams building and training machine-learning models.

    From $19/mo Free plan Web · Windows · macOS · Linux
    9.4 Visit Specs
  2. 02 DagsHub

    DagsHub suits ML developers and teams that need shared data, experiment, and model management.

    From $8.25/mo Free plan Web · Windows · macOS · Linux
    9.4 Visit Specs
  3. 03 ClearML

    ClearML suits teams managing AI/ML work across GPU infrastructure and model development, especially those needing cloud, on-premises, hybrid, or self-hosted deployment.

    From $15/mo Free plan Web · Windows · macOS · Linux
    8.7 Visit Specs
  4. 04 Metaflow

    Metaflow is intended for data scientists and ML or AI engineers building applications that need workflow tracking or scaling.

    Free plan Open source Web · macOS · Linux · API
    8.7 Visit Specs
  5. 05 Weights & Biases
    From $60/mo Free plan Web · Windows · macOS · Linux
    8.6 Visit Specs
  6. 06 Lamin

    LaminDB may suit scientists and engineers in academia, biotech or pharma managing research data, code and workflow lineage.

    From $20/mo Free plan Web · API · Self-hosted
    8.3 Visit Specs
  7. 07 Rubicon-ML

    It is aimed at developers and science or research users who need repeatable experiment records.

    Free plan Web · Linux · API · Self-hosted
    8.3 Visit Specs
  8. 08 Hopsworks AI Lakehouse

    It suits developers, data scientists, platform engineers, security engineers, and administrators building AI systems around lakehouse data.

    Free plan Web · Linux · API · Self-hosted
    8.1 Visit Specs
  9. 09 Midcore Tracks
    Free trial Web · Windows · macOS · Linux
    8.0 Visit Specs
  10. 10 DVCLive
    Free plan API
    7.8 Visit Specs
  11. 11 ZenML

    The Open Source plan is described for individuals and small teams; Scale targets teams running ML in production.

    From $999/mo Free plan Web · Windows · macOS · Linux
    7.8 Visit Specs
  12. 12 LabML
    Web · Linux · iOS · Android
    7.7 Visit Specs
  13. 13 MLRun

    MLRun provides a shared technology stack for data engineers, data scientists, and machine-learning engineers.

    Free plan Web · Windows · macOS · Linux
    7.7 Visit Specs
  14. 14 Guild AI
    Web · Windows · macOS · Linux
    7.6 Visit Specs
  15. 15 InstantML
    From $199/mo Web · API
    7.6 Visit Specs
  16. 16 TensorBoard

    TensorBoard suits people working with TensorFlow who want to inspect training metrics, models, logged media or profiling data.

    Free plan Web · Windows · macOS · Linux
    7.6 Visit Specs
  17. 17 MLflow GenAI Evaluation

    It is designed for teams building and operating LLM applications and AI agents that need evaluation and monitoring across the application lifecycle.

    Free plan Web · API · Self-hosted
    7.5 Visit Specs
  18. 18 mlop
    Free plan Web · Self-hosted
    7.5 Visit Specs
  19. 19 ModelDB
    Free plan Web · API · Self-hosted
    7.4 Visit Specs
  20. 20 Trackio

    Trackio suits Python users tracking metrics and configuration across machine-learning experiments, including autonomous experiments.

    Free plan Web · Windows · macOS · Linux
    7.4 Visit Specs
  21. 21 Valohai
    Free trial Web · Linux · API · Self-hosted
    7.4 Visit Specs
  22. 22 OpenML
    Free plan Web · API
    7.3 Visit Specs
  23. 23 Polyaxon

    It suits AI and machine-learning teams running workloads on Kubernetes that need experiment tracking, orchestration and observability.

    Free plan Web · API · Self-hosted
    7.3 Visit Specs
  24. 24 Kubeflow Notebooks
    Web · Self-hosted
    7.2 Visit Specs
  25. 25 FastTrackML
    Web · Windows · macOS · Linux
    7.0 Visit Specs
  26. 26 LUML Flow
    7.0 Visit Specs
  27. 27 MLtraq
    Linux
    7.0 Visit Specs
  28. 28 Vertex AI Vector Search

    It suits teams building semantic or hybrid search, recommendation, retrieval-augmented generation, chatbot, and multimodal applications on Google Cloud.

    Free trial Web · API
    7.0 Visit Specs
  29. 29 Amazon SageMaker Experiments
    Web
    6.5 Visit Specs
  30. 30 Azure Machine Learning

    Azure Machine Learning suits teams needing web-based forecasting, evaluation, automated learning or model deployment.

    Web
    6.5 Visit Specs

Oríon, head to head