Step 05 · Operate
Monitor drift, quality and adoption — then retrain
The world moves, so the model must. We run the platform: freshness and quality alerts, drift detection, retraining cadence tied to how fast the underlying behaviour changes.
Mini process diagram
Monitor
Detect drift
Retrain
Re-evaluate
Redeploy
The operating loop that keeps value compounding.
01
Observability
Freshness, quality, cost and drift on one operational board.
02
Retraining cadence
Scheduled and event-triggered retrains with automatic evaluation.
03
Adoption loop
Acceptance and override data feeds the next model version.
99.5%
Pipeline reliability
Daily
Drift detection
Weekly / triggered
Retrain
Other delivery steps