Data & MLOps

The New Economics of MLOps

The MLOps conversation is shifting from model deployment to portfolio economics: utilization, reuse, reliability and the cost of every decision.

BELFORT Data & MLOps14 August 20265 min read
Machine learning operations infrastructure

The first generation of MLOps focused on getting models into production. The next generation must ask which models deserve to stay there.

Measure the cost of a useful decision

Teams should connect platform spend to accepted recommendations, automated resolutions or prevented losses.

A mature MLOps platform optimizes the economics of decisions, not the number of deployed models.

BELFORT Data & MLOps