After AI Flags the Defect: Closing the Execution Gap in Manufacturing

In this episode of U.S. Manufacturing Today (powered by Veryable), host Matt Horine speaks with David A. Craig, founder and CEO of ProdigyIQ Technologies, about closing the gap between AI identifying a problem and manufacturers taking corrective action. Drawing on his Army maintenance background and manufacturing experience, Craig explains why clear ownership, decision-making authority, cross-functional coordination, and verification are essential to turning AI alerts into resolved issues. They discuss leadership visibility and sign-off, along with Craig’s “reversible AI rollout” concept: planning how work continues when AI becomes unavailable or unreliable and verifying operational readiness before restoring it. Craig also outlines a practical 30-day approach to documenting, testing, and improving one AI-assisted workflow and shares the thinking behind his podcast, The Operating Code. Timestamps 00:00 Welcome and Setup 00:51 Meet David Craig 01:40 Army Lessons on Accountability 02:50 Pandemic Launch Failures 04:59 Why AI Alerts Stall 07:29 Where AI Pilots Die 09:50 Defect Ownership Breakdown 13:10 Readiness Mindset Transfer 15:03 Leadership Visibility and Signoff 16:25 Reversible AI Rollouts 19:30 Hybrid Fallback Design 23:44 Building Prodigy IQ MVP 25:50 The Operating Code Framework 29:11 30 Day Execution Playbook 31:41 Where to Find David 33:23 Closing and Subscribe Links David on LinkedIn David’s Website ProdigyIQ Website Matt on LinkedIn Revitalizing US Manufacturing ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Sign Up on the Veryable Platform