Alternatives to Vigil AI

AI observability platform for end-to-end ML monitoring with performance tracking and explainability dashboards.

Langtrace

MLOps Platforms

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

Aporia

AI Observability

ML observability platform providing real-time monitoring, alerting, and investigation for production models.

Sematic

MLOps Platforms

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

ML deployment platform letting data scientists deploy models to production REST APIs directly from Jupyter notebooks.

Fiddler AI

AI Observability

AI observability platform for monitoring, explaining, and analyzing ML model predictions in production.

Neptune.ai

MLOps Platforms

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

Platform for deploying, sharing, and collaborating on functional machine learning workloads.

Prompt optimization platform delivering evaluation and versioning for LLM teams.

Iguazio

MLOps Platforms

MLOps platform for deploying and managing ML models in production with real-time data processing and feature store.