
Redesigning Roles by Task When Introducing AI Assistance
A practical South African guide to mapping tasks, testing AI assistance, tracing hidden effort and redesigning roles after a measured pilot.
Practical intelligence for accountable AI programmes.
Prepare roles, skills, workflows, incentives, managers and feedback for responsible use.

A practical South African guide to mapping tasks, testing AI assistance, tracing hidden effort and redesigning roles after a measured pilot.
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Ten topics covering the full life of an AI programme, from first use case to retirement.