
Redesigning Roles by Tasks When Introducing AI Assistance
A practical guide to mapping tasks, testing AI assistance, tracing hidden effort and redesigning roles only when pilot evidence is sound.
Practical intelligence for accountable AI programmes.
Prepare roles, skills, workflows, incentives, managers and feedback for responsible use.

A practical guide to mapping tasks, testing AI assistance, tracing hidden effort and redesigning roles only when pilot evidence is sound.
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Ten topics covering the full life of an AI programme, from first use case to retirement.