The vendor-neutral, floor-first, brownfield-honest AI certification for the people who actually run production: process and quality engineers, maintenance and reliability techs, plant managers, line leads and operators, CI/Lean practitioners, and OT/controls engineers. 97 lessons, 5 levels, from 'AI-Aware Manufacturer' to 'AI Operations Transformer.' Every lesson solves a real, expensive, applied manufacturing problem: a defect escape, an unplanned breakdown, or twenty years of expertise walking out the door.