MLOps · 04 of 5
Serving & monitoring
ACCEPT, REJECT or ABSTAIN from Triton, and the signals that start retraining.
InputSigned modelLocked threshold
Verdict APITriton
ACCEPTREJECTABSTAIN
01
Three answers, not two
A model that may say it is not sure is safer than one forced to guess.
Into each decisionVerdict
Triton verdict APIone answer per input
Point at a source to see what it feeds, or at a result to see where it comes from.
02
One input, one verdict
Each input gets an answer from the verdict API, and every answer is logged.
1 of 5
Input arrives
Read from the storage where it already lives.
03
What we watch in production
Prometheus and Grafana dashboards, with drift alerts that start the retraining path.
SourcesAI Modeling & MLOps case study, NGT (Sep 2026)AI-First DevOps Transformation: Services & Solutions, NGT (Oct 2026)NGT Service Offering v3.2 (Jul 2026)Machine Learning Platform with Kubeflow, NGT reference deckPlatform Engineering v1.2, NGT (Sep 2026)Data Platform Ops & DataOps Service Catalog, NGT (Sep 2026)FPT AI Factory service offering, FPT Smart Cloud (Nov 2025)