Delivering on AI's promise is impossible without operational alignment
Delivering on AI's promise is impossible without operational alignment
Mark Simpson contributed a thought leadership piece to NODE Magazine on the gap between AI ambition and production delivery in UK enterprises.
The article covers:
Starting with two or three use cases with defined outcomes in financial services and energy, not enterprise-wide rollouts from day one
Building data pipelines and agent frameworks before model development, so AI runs on governed, trusted data
Governance as a design requirement in regulated industries, not a post-production audit step
Organisational alignment between leadership, operations, and technical teams so models match business needs










