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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 #AI

Evaluating Models Instead of Benchmarks: Model Choice in Copilot

#Microsoft365Copilot #MicrosoftAI #AI #Copilot #EnterpriseAI

Microsoft 365 Copilot now offers more models, including Anthropic models and new frontier reasoning options for agentic work. A sales summary, a policy review and a multi-step agent workflow place different demands on a model. Enterprises do not want endless model sprawl. They want controlled choice inside a governed platform. In this article, I explain why structured evaluation matters more than benchmark narratives and how organizations can group use cases for their model strategy.

Copilot Tasks: AI That Works in the Background and Asks Before Acting

#Microsoft365Copilot #MicrosoftAI #Copilot #AI #EnterpriseAI #DigitalTransformation

With Copilot Tasks, AI works in the background with its own browser, runs tasks once, on a schedule or recurring, and reports back when the work is done. Before sending messages or spending money, it asks for consent. Tasks starts as a research preview. The signal for enterprises is clear: users will soon expect AI to do things, not only to describe them. In this article, I explain which tasks suit this execution model, where approval boundaries belong and how to measure success.

Microsoft Scout in Preview: Admin Enablement, Policies and Attestation

#Microsoft365Copilot #MicrosoftAI #AI #Copilot #CopilotStudio #EnterpriseAI #DigitalWorkplace

Microsoft Scout is an always-on personal agent in Teams, Outlook, OneDrive and SharePoint, powered by Work IQ. In the preview, it is off by default and requires admin enablement, policy configuration and explicit attestation, because data may leave Microsoft 365. Microsoft thus treats persistent agents as a capability close to identity, policy and device management, not as a convenience feature. In this article, I explain what always-on AI requires from governance and user experience and how organizations can prepare.

Event-Driven Tasks, Skills and Browser Use in Copilot Cowork

#Microsoft365Copilot #MicrosoftAI #Copilot #AI #EnterpriseAI

Microsoft 365 Copilot has passed 30 million paid seats. The product direction says more than the seat count: Copilot Cowork now supports event-driven tasks, custom skills, plugins, browser use in Microsoft Edge and usage-based billing. Work can therefore start when an email, a Teams message or an @mention arrives, not only when a user opens a chat. In this article, I explain what event-driven and composable AI change for enterprises and how to measure value at the workflow level.

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.