Book A4 of the AdValorem AI Strategy Desk Industry Series. Most AI books are written for software companies. This one is written for operators who run machines. If your livelihood involves CNC machines, injection molds, conveyors, or industrial ovens — if a breakdown costs real money on a timeline measured in minutes — the AI conversation has probably felt distant. This book closes that gap. It covers the specific AI tools that apply to manufacturing operations: predictive maintenance platforms (Augury, Senseye, Uptake, MachineMetrics, Falkonry) with sensor TCO that includes installation and calibration costs, not just subscriptions. Computer vision quality inspection (Landing AI, Instrumental, Cognex VisionPro Deep Learning) with training data requirements and changeover frequency analysis. Demand forecasting (o9, Logility, Anaplan AI, RELEX) sized to actual SMB budgets. Supply chain visibility (Tive, FourKites, project44, Flexport AI). Shop floor automation (Tulip, MachineMetrics, Plex AI, Datanomix). ERP-integrated AI (NetSuite, SAP Joule, Acumatica, Microsoft Dynamics 365 Copilot). Energy and sustainability monitoring. Every major decision uses bull / base / bear scenario framing with a clear recommendation. Chapter 11 introduces Council Mode — the AdValorem practice of running a decision through 20+ frontier AI models and producing a single defensible memo — applied to manufacturing capex decisions. Includes a vendor pricing matrix for all tools (2026 pricing), industry benchmark sources (NAM, MAPI, ISM, ASQ), three decision-memo templates for manufacturing AI capex, and a 90-day AI rollout guide for a 50-person shop. Priced at $14.99 because this audience makes real decisions with real consequences.