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Maximilian Kenfenheuer

Manager · Microsoft 365 & AI Transformation @ BearingPoint

Maximilian Kenfenheuer

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Measuring Completed Work: Baselines, Assisted Hours and Business Outcomes

A team can generate thousands of prompts without improving a single core process. Another uses AI rarely but saves hours in contract review. Microsoft increasingly measures Copilot value by completed work and assisted hours instead of activity. Its internal guidance recommends baselines for painful processes before the rollout. In this article, I describe a three-layer measurement model of adoption signals, time and effort indicators and business outcomes, and explain why role-based deployment makes value measurable.

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Five key takeaways to boost your productivity.

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Being productive isn't always easy, for most of us it's tedious. A to-do list which keeps getting longer and longer with no end in sight. Cramming all those to-dos into one workday after another, all of which ending with questions like "What exactly did I achieve today?". But it doesn't always have to be like that. The following five key takeaways have helped me to boost my productivity and to improve my work/life balance in the past: