- A1
- A · ERP-Integrated Operations
- Read-only ERP bridge
Demand Forecasting & Auto-Replenishment
Forecasts demand from sales history and seasonality, then proposes replenishment.
a planner who remembers exactly what happened to demand last Ramadan, last summer and last year-end, and orders accordingly.
The problem it solves
Replenishment runs on whoever is looking at the stock screen that morning. You end up holding too much of what does not sell and running out of what does.
How it works
- The agent reads several years of sales and stock movement from your ERP.
- It learns the seasonal shape of demand for each item, rather than applying one average.
- It projects when each item will fall below its minimum level.
- It drafts the purchase order for you to review and approve; it never places one itself.
What it does
- Learns seasonal demand curves.
- Flags items below minimum stock.
- Drafts supplier purchase orders.
What it needs from you
- At least two years of sales history, ideally three.
- Minimum stock levels and supplier lead times.
I / O
- ERP sales & stock history
- Replenishment suggestions, draft POs
Works well with
Agents that read live ERP data through a strict read-only bridge. They can forecast, reconcile, score and draft; they physically cannot modify, overwrite or delete a production table.