Agentic AI for commercial decisioning in CPG and Retail

Discussion points:

• Defining what truly qualifies as agentic AI in commercial environments
• Designing coordinated decision systems that connect ecommerce, marketing, sales and supply signals into next best actions.
• Integrated data, semantic layers, model routing and human validation for secure multi-agent systems.
• Scaling from pilot to enterprise deployment with measurable ROI, strong governance and reduced cancellation risk.