AI Beyond POCs

/ flagship series /

AI Beyond POCs.

A sharp executive article series on the work that starts after the impressive demo: production readiness, governance, MLOps, FinOps, adoption, and value measurement.

Series outline

Why AI proofs of concept die before production

The hidden organisational and product reasons promising demos never become systems.

The enterprise AI production checklist

A practical framework for leaders evaluating whether an AI use case is ready to scale.

AI governance is an operating model

Why policies are not enough without ownership, rituals, decision rights, and feedback loops.

Measuring AI value

How to move from model metrics to business outcomes, incrementality, and executive confidence.

This series is designed for C-suite, VP, Director, and senior product audiences who need practical judgement on AI adoption, not another list of tools.