Adopting Generative AI in Regulated Organisations: A Practical Sequence

The fastest way to lose trust in generative AI is to deploy an assistant that confidently invents policy. The sequence below has worked for teams in regulated sectors.

• Literacy first: everyone who will use or approve AI understands how LLMs work and where they fail
• Start with retrieval-augmented assistants over internal documents, with citations, in a private or in-region deployment
• Build an evaluation set from real questions and score every change against it
• Add tool use and agents only for workflows with clear permissions and audit trails
• Write the governance — data classification, human review, logging — before scaling

Organisations that follow this order ship useful assistants within weeks and avoid the expensive reversals that come from starting with autonomy.