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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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Latest posts

Reducing E-Waste: Reverse engineering the Lenovo EMC PX4-300D NAS firmware and kernel drivers

#electronic waste #refurbished #reverse engineering #linux #kernel development #lenovo emc #px4-300d #nas #environmentalism

Reducing electronic waste is one of my main priorities. Making use of my devices as long as possible, upgrading, servicing as well as repairing them myself are some of the efforts i take to reduce my electronic waste footprint. However, despite my efforts sometimes its nearly impossible. The following blog article will take you on a journey of myself reverse engineering the firmware of one of my old NAS devices to be able to use it securely again.