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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 #LegalTech

Copilot in Legal Departments: A Stress Test for Enterprise AI

#Microsoft365Copilot #MicrosoftAI #AI #LegalTech #EnterpriseAI

Legal departments need speed, accuracy, traceability and control at the same time. That makes them a stress test for enterprise AI. Microsoft positions Copilot for contract review, case law extraction and audit preparation. Vodafone reports time savings in contract review, Uniper productivity gains in audits. Partner agents such as LegalZoom work directly inside Microsoft 365 Copilot. In this article, I explain why legal work suits governed agentic support, which trust requirements apply and how the model transfers to procurement, finance and HR.

The Legal Agent in Word: Citations, Tracked Changes and Playbooks

#Microsoft365Copilot #MicrosoftAI #LegalTech #AITransformation #Copilot #EnterpriseAI

In most business processes, a rough first draft is acceptable. In legal work it is not: every clause, citation and redline carries risk. Microsoft's Legal Agent in Word summarizes, reviews and redlines legal documents. It cites passages with numbered references, proposes edits as tracked changes and turns internal playbooks into reusable review skills. In this article, I explain why legal work is a demanding test case for enterprise AI and which lessons transfer to finance, compliance or procurement.