Detects shelf-life events across the entire network — from Supplier → RM → Plant → FG → Transport → Bottler. Every batch, every move, every clock-tick.
Quantifies every risk in euros. Ranks Next-Best-Actions by margin impact and service level — so humans choose between alternatives, not chaos.
Routes work to the right agent. Material concerns to Material Planner. Order issues to Customer Service. Buying to the Buyer agent.
Resolves conflicts when multiple agents need the same batch, the same supplier slot, or the same human's attention.
Never duplicates effort. Idempotent task dispatch with shared state across the swarm.
The system never executes a high-stakes action without human approval. Every decision is logged. Every outcome teaches the model — so next week's recommendations are sharper than this week's.