AI creates no value in isolation. Its value emerges when it improves a decision that shapes throughput, quality, cost, or customer service.​ For manufacturers, the right starting point is an operating question: Which recurring decisions rely on fragmented information and carry meaningful business consequences?​ ​ Solve one of those decisions well, embed the solution into the workflow, and measure the impact. That is how an initial AI use case becomes a foundation for scale.​ #PrivateEquity #ManufacturingAI #OperationalExcellence #DigitalTransformation #ManufacturingStrategy #AITransformation