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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 #CopilotStudio

Work IQ: An Intelligence Layer That Understands How Work Gets Done

#Microsoft365Copilot #MicrosoftAI #CopilotStudio #EnterpriseAI #AITransformation

With the June updates, Microsoft introduced Work IQ as a named intelligence layer for Microsoft 365 and exposes it through APIs. Billing runs via Copilot Credits, without a separate license. Work IQ aims to show agents who is involved in a task, which files and meetings matter and which decisions are still open. Custom agents, partner solutions and Copilot Studio can use the same layer. In this article, I explain why this work-aware layer may become harder to replace than any single model or assistant.