Procurement decisions are rarely as simple as "stock is low, create a purchase order." The right decision depends on demand, inventory, incoming supply, supplier reliability, lead times, cost and business priorities.

We designed a Procurement Agent that can reason across the entire procurement context rather than executing a single predefined rule. It calculates true net gaps and recommends optimal supplier expediting.

Production planning is a continuous balancing act between customer orders, forecast demand, plant capacity, raw materials, constraints and delivery commitments. One sudden change affects the entire plan.

The Planning Agent simulates alternatives and recommends the most suitable production schedule for human planner authorization, evaluating capacity shifts, re-sequencing and critical order prioritization.

A manufacturing dashboard can tell you that production is behind plan. It doesn't necessarily tell you: Why? What is affected downstream? What action should come next?

The Manufacturing Intelligent Agent correlates machine telemetry, downtime logs, material batches, quality scrap and SAP-MES orders to diagnose root causes and recommend actionable corrections.