A small, controlled pilot makes the benefits and limits of workplace AI visible before a broader rollout. Someone demonstrates an AI tool in a meeting. The output looks impressive. Within days, people are using it for different tasks, with different data, in different ways. Nobody is quite sure what is approved, what should be checked, or whether the tool is actually saving time. At the other extreme, a team spends months discussing AI governance without testing a single useful task. The risks are documented, but the opportunity remains theoretical. There is a practical middle path: run a small, time-boxed workplace AI pilot. Not a technology showcase. Not a promise to transform the organisation. A controlled test of one task, with clear boundaries and a decision at the end. Why a small pilot matters Its value also depends on the task. A tool that helps draft a routine internal summary may be a poor fit for making consequential decisions about people. That is why “Do...
Raf Sanga’s notes on project management, technology-enabled change, Lean Six Sigma, process improvement, analytics, and building practical systems that help teams deliver measurable results.