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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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Posts tagged #MicrosoftAI

Copilot Notebooks: Scoped Context for Project Work

#Microsoft365Copilot #CopilotNotebooks #AI #EnterpriseAI #MicrosoftAI

Weak AI results in enterprises often come from weak context, not from weak models. Project material sits in decks, spreadsheets, PDFs, meeting notes and whiteboard photos. Microsoft now makes Copilot Notebooks available to Copilot Chat users as well. A notebook collects selected references, and Copilot answers only from these sources. With Capture, notes from workshops or voice memos also end up in the notebook. In this article, I explain why this scoped project workspace may shape enterprise AI adoption more than the next model release.