AI governance is no longer optional for regulated industries. With the EU AI Act in force, the UK statutory framework expected in 2026, and the FCA ramping up Consumer Duty enforcement, organisations need practical governance infrastructure now.
Effective AI governance is proportional to risk, auditable by design, and deployable without 12-month consulting engagements. It centres on four pillars: use case visibility, risk assessment, human oversight, and continuous monitoring.
Rather than over-engineering governance for low-risk applications, a proportional approach classifies AI systems by their actual risk profile and applies governance controls accordingly. This aligns with the EU AI Act’s risk-based approach and avoids compliance theatre.
The key is to begin with a comprehensive Use Case Registry that gives the organisation full visibility of where AI is deployed, by whom, and for what purpose.
Published by Moralto.AI on 17 February 2026
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