Data operations
Per-annotator quality beats per-batch QA
Sampling a batch tells you a dataset has errors. Measuring the people who made it tells you which errors will keep arriving, and lets a correction actually stick.
June 23, 2026
Insights · Data operations
Data operations
Ground truth, annotation quality, and the people work that keeps a dataset honest.