The Intelligence Model: Why Your Organization Needs a Map Before It Deploys AI

Most companies jump straight to AI use cases. They pick the hottest tools, launch pilots, and wonder why nothing scales. The problem isn't the technology. It's that they don't have a map of how work and decisions actually move through their organization. In this episode, Michael Fauscette sits down with Minyang Jiang (MJ), Chief Strategy & Revenue Officer at Credibly, to unpack what she calls the Intelligence Model: a framework for understanding where AI excels, where humans still lead, and why the scarcity models that shaped how businesses operate for decades are now being fundamentally challenged by AI's abundance. MJ also shares hard-won lessons from leading AI transformation at a fintech lending company, including why friction is something leaders should protect, not eliminate. TIMESTAMPS: 00:00 - Introduction 01:16 - MJ's Path: From Ford Motor Company to Fintech AI Transformation 03:17 - Why System-Level AI Change Is So Hard for Real Businesses 06:52 - The Intelligence Model: Mapping Work Before You Automate It 09:05 - The Scarcity Problem: Decisions Built Around Human Limits 10:34 - Where Humans Still Beat AI: Prioritization, Decisioning, and Intuition 13:17 - Why Human-AI Collaboration Still Produces the Best Results 15:52 - The Awkward Teenage Phase of AI Agents 18:32 - AI Has No Mental Model: The Adjacency of Expertise Problem 22:23 - Credibly AI: Patented AI Underwriting and Industry Classification 27:01 - The Explainability Tension: Complexity vs. Customer Trust 29:39 - Change Management: The Crowd, the Lab, and the Leader 33:35 - The Balloon Effect: Why AI Productivity Creates More Work, Not Less 37:19 - Human in the Loop to Human in the Lead: The Trust Progression 42:10 - Agent-to-Agent Commerce: Redesigning for Machine Buyers 45:37 - What Leaders Should NOT Do: The Case for Intentional Friction 48:48 - MJ's Recommendations: Stefano Bertoni and Lenny's Newsletter 49:51 - Wrap-Up ABOUT THE GUEST: Minyang Jiang (MJ) is the Chief Strategy & Revenue Officer at Credibly, a fintech lending company, where she leads the AI transformation and innovation team. Her career spans Ford Motor Company's marketing program, founding the GoRide Health startup within Ford's mobility division, and building cross-functional AI adoption strategies in financial services. ABOUT DISAMBIGUATION: AI clarity for business leaders. New episodes every Wednesday. Host: Michael Fauscette, CEO & Chief Analyst at Arion Research Author of "Building the Digital Workforce" SUBSCRIBE & follow for weekly episodes on AI strategy, agentic AI, and enterprise technology. Website: https://www.disambiguationpod.com/ Arion Research: https://www.arionresearch.com/ LinkedIn:   / mfauscette   #AI #ArtificialIntelligence #AIStrategy #AIGovernance #Fintech #ChangeManagement #AgenticAI #EnterpriseAI #Podcast