Keith Richman sits down with Jeff McMillan, former Head of AI at Morgan Stanley, to unpack the realities of deploying enterprise AI. Jeff shares his journey of partnering with OpenAI in early 2022 and breaks down his six-layer framework for scaling AI effectively—emphasizing why models alone aren't enough. They explore the critical importance of data quality, governance, and the emerging "agentic orchestration" layer that will define the future of corporate AI. Jeff also explains why he believes the "Head of AI" title should be a temporary role and why giving every employee access to AI tools is the best way to drive adoption and reduce risk. If you're a business leader navigating AI integration, this episode delivers practical, battle-tested strategies.

Chapters

• 00:00:00 Introduction: From Morgan Stanley to AI Transformation
• 00:00:41 The Unlikely Path: From Army Lieutenant to AI Leader
• 00:03:33 The OpenAI Partnership: First Enterprise Customer
• 00:06:47 The Six-Layer Enterprise AI Stack
• 00:08:45 Why Data Quality Still Matters More Than Models
• 00:09:58 The Agentic Orchestration Layer: The Future of Enterprise AI
• 00:14:56 MCP Protocol: The Railway Gauge for AI
• 00:17:22 Build vs Buy: Strategic Decisions for Different Company Sizes
• 00:23:44 The Ferrari in the Walmart Parking Lot Problem
• 00:28:13 Measuring AI Success: From Contact Velocity to Revenue
• 00:32:34 The Three-Year Timeline: Realistic Expectations for AI Transformation
• 00:36:32 Shadow AI and Enterprise Tool Strategy

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