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

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