Evidently AIFramework44/100
via “batch data quality profiling with 100+ built-in metrics”
ML/LLM monitoring — data drift, model quality, 100+ metrics, dashboards, test suites.
Unique: Implements a preset system where related metrics are bundled with sensible defaults and visualization templates, enabling rapid profiling without metric selection overhead. Presets are composable — users can mix preset metrics with custom metrics in a single report, balancing convenience with flexibility.
vs others: Faster than manual metric composition because presets eliminate threshold tuning; more comprehensive than simple profiling tools (pandas-profiling) because it includes ML-specific metrics (drift, model quality) and integrates with CI/CD testing.