OBSERVABILITY & INCIDENTSADVANCED LLMOPS

Behavior and Input Drift

Drift monitoring detects when production inputs or model outcomes move away from the distributions represented in evaluation.

WHY IT MATTERS

An eval suite can become stale even if the model never changes.

ENTERPRISE EXAMPLE

A new product launch shifts request language and causes a drop in task success for one segment.

OPERATING DECISION

Which signal tells you the test set no longer represents real usage?

REMEMBERStatic evals age; production changes.
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