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Microsoft outlines a framework for moving AI agents from pilots to production

Microsoft Copilot Blog · 23 Oct 2026

Microsoft’s October 23 guidance describes how organizations can move from isolated AI pilots to managed programs.

It combines transformation patterns, an Agentic AI Maturity Model and an Agentic Center of Excellence to connect business outcomes with ownership, governance and delivery.

The article distinguishes agents that assist people from those that execute work or transform processes, with oversight matched to risk. It recommends named business sponsors, reusable delivery patterns and ongoing monitoring.

This is implementation guidance for teams scaling Copilot and agents, rather than a new product availability announcement.

Partner briefing

What it is

Guidance for scaling AI and agent programs.

What’s changing

A new article brings together transformation patterns, maturity assessment and an Agentic CoE.

Why it matters

Connects delivery with accountable owners and risk-based governance.

Who it affects

Business and IT teams implementing Copilot and agents.

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