Supply-chain AI depends on governed data foundations

Megha Gupta, SVP of Manufacturing Strategy and Transformation at o9 Solutions, argues that AI can work against planners when the underlying data and operating foundations are weak. Planning data requires agreed definitions, reliable master data, ownership, lineage and consistent refresh rules. Adding agents to fragmented data can accelerate contradictory or misleading recommendations.