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Experiment tracking

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Free open-source core

DVC / DataChain

Experiment tracking

DVC versions data and pipelines alongside Git. DataChain separately processes and curates datasets. DVC is now maintained by lakeFS.

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Comet

Experiment tracking

Experiment tracking with bundled production drift monitoring, plus Opik, its Apache-2.0 open-source LLM evaluation product.

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Weights & Biases

Experiment tracking

The polish leader in experiment tracking: dashboards, Sweeps, reports, and Weave for LLM observability; Pro is $60/month flat for up to 10 seats.

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MLflow

Experiment tracking

Open-source standard for experiment tracking, model registry, and serving; 3.x adds OpenTelemetry tracing, LLM judges, and a Prompt Registry.

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