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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 #AgenticAI

Agent Evaluation with Custom Graders in Copilot Studio

#MicrosoftAI #Microsoft365Copilot #CopilotStudio #AIGovernance #AgenticAI

"The demo worked" and "users liked it" are not enough once agents support customer interactions, approvals or system actions. Copilot Studio now offers custom graders for agent evaluations. Organizations assess agents against their own criteria: approved terminology, correct internal sources, escalation at low confidence and compliance with process boundaries. In this article, I explain why evaluation and governance belong together and how organizations can define and measure agent quality in five steps.