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Maximilian Kenfenheuer

Manager @ 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 #ResponsibleAI

Domain Exclusion: Defining Which Web Sources Copilot Must Not Use

#Microsoft365Copilot #MicrosoftAI #AIGovernance #EnterpriseAI #Copilot #ResponsibleAI

Admins can now exclude up to 1,000 domains from web grounding in Microsoft 365 Copilot and Copilot Chat. Configuration runs via a PowerShell script, optionally including subpages. The feature looks like a configuration detail. It shows, however, where enterprise AI is heading: organizations want to define which sources Copilot must not use, not only extend what it can see. In this article, I explain the feature, its current limits and why administrative precision should weigh more in platform decisions.