EVALS & OBSERVABILITY • 237 / 397
Measure whether the AI is good and trace where it fails.
Precision
Precision asks: of the items predicted positive, how many were actually positive?
Think of it like
Think of Precision like testing and telemetry for any production service: quality must be measured, not guessed.
Real life
Teams use Precision to decide whether a new release is safer, faster or more useful.
SRE lens
High precision reduces false critical alerts.
Remember thisPrecision asks: of the items predicted positive, how many were actually positive?