Evidently

Azure Artificial Intelligence (AI) 1 variation

evidently, the open source ml and data observability platform: data drift, data quality and model performance monitoring in an interactive dashboard, secured from first boot by cloudimg.

Base
Hardened build
minimal ports, security patches applied at build time
Access
Unique credentials
generated on first boot, readable only by root
Verified
Boots working
services pass a health gate before release
Support
24/7, 365 days
by email and live chat, 24 hour response SLA

Variations

This product is available in the build below. Open it for the operating system, cloud and version detail, or read its deployment guide.

ProductCloudOperating systemVersion
Evidently on Ubuntu 24.04 Azure Ubuntu 24.04 Standard View · Guide

Overview

Evidently is an open source platform for evaluating and monitoring machine learning models and data pipelines. It computes reports and test suites over your datasets to detect data drift, data quality issues and model performance decay, then renders them in an interactive web dashboard organised into projects, so teams can watch production data and model behaviour over time and catch regressions before they reach users.

Why the cloudimg image

cloudimg ships the Evidently monitoring dashboard preconfigured behind a reverse proxy, with a unique administrator password generated on the first boot of every instance and no default login surviving into the image. A demo project with a real report is seeded so the dashboard shows data immediately, the workspace lives on a dedicated data disk that survives reboots, and every deployment is paired with a step by step guide and backed by 24/7 cloudimg support.

Common uses

  • Data drift and data quality monitoring
  • Model performance and ML observability
  • LLM and data pipeline evaluation