Alternatives to Iterative

ClearML

AI/ML Infrastructure

Open-source MLOps platform for experiment management, orchestration, and deployment of ML pipelines.

Verta

Machine Learning Platforms

MLOps platform for model management, deployment, and monitoring with model registry and experiment tracking.

Weights & Biases

MLOps Platforms

Weights & Biases is an MLOps platform for experiment tracking, model evaluation, dataset versioning, and hyperparameter tuning used by AI teams including OpenAI, Meta, and top foundation model builders.

ZenML

MLOps Platforms

Open-source MLOps framework for creating portable and production-ready ML pipelines across infrastructure.

Langtrace

MLOps Platforms

Open-source LLM observability framework using OpenTelemetry for traces and metrics.

DVC

Version Control

Open-source version control system for ML projects managing data, models, and experiments alongside Git.

Sematic

MLOps Platforms

Open-source ML pipeline framework combining code-first workflows with production deployment.

Neptune.ai

MLOps Platforms

Experiment tracking and model registry for ML teams logging metrics, parameters, and artifacts across training runs.

Valohai

MLOps Platforms

MLOps platform for automating model training, evaluation, and deployment with version control and pipeline orchestration.

NannyML

MLOps Platforms

Open-source library for estimating ML model performance post-deployment without ground truth labels.