MLWatch Features
Everything you need to monitor ML in production
Lightweight monitoring for drift detection, performance tracking, and data quality — built for real-world ML systems.
Real-time Drift Detection
Track data distribution shifts instantly using KS Test, PSI, and statistical signals.
Model Performance Tracking
Monitor accuracy, F1, RMSE, and detect performance degradation automatically.
Data Quality Layer
Catch missing values, schema issues, and outliers before they break production.
Smart Alerting System
Send alerts to Slack, webhooks, or custom callbacks when issues happen.
Production Ready Output
Structured JSON output designed for dashboards, APIs, and observability tools.
Lightweight by Design
No heavy dependencies. Fast, minimal, and built for production ML systems.
Start monitoring your models in minutes
Simple API. No setup. Production-ready ML observability.