Details
Use case
Inventory Planning
Forecasting and AI recommendations support inventory orders and transfers with human approval.
Problem
The customer needed to decide what to reorder or transfer for the next month based on current stock, historical sales and manufacturing/warehouse constraints.
My role
I worked on an anonymized forecasting and approval workflow that connected inventory systems, local forecasting jobs, LLM recommendations, human approval and business writebacks.
Implementation
Integrate inventory, stock, warehouse and manufacturing-order systems; run forecasting models inside RCE sandboxes; let LLM agents interpret history and forecasts; require human approval; then execute approved orders or warehouse transfers.
Engineering choices
Keep forecasting and recommendations advisory until a human approves; only approved orders or transfers become effectful writebacks.
Stack and domains
- Python
- ML forecasting
- LLM agents
- RCE
- enterprise integrations