- C4
- C · Core Suite
- Read-only ERP bridge
Shelf-Life (SKT) & Return-Risk Predictor
Predicts expiration and return risk to prevent financial leakage in the field.
a field supervisor who can tell, in March, which dealer's stock is going to come back to you as an expired-goods return in July.
The problem it solves
Expired stock comes back as a credit note, and by then the loss is already booked. The signal was there months earlier in how slowly that dealer was reordering. Nobody was reading it.
How it works
- The agent reads your sales ledger together with batch and lot dates.
- It models how fast each product actually moves at each dealer, not on average.
- Where the shelf life will run out before the stock sells, it flags the account.
- You get a map of where the risk is concentrated and enough warning to act on it.
What it does
- Regression on order frequency and product velocity.
- Localized risk heatmaps to cut write-offs.
- Proactive alerts on high-risk accounts.
What it needs from you
- Sales history with batch or lot numbers and expiry dates.
- Dealer-level order records.
I / O
- Sales ledger, batch/lot & turnover
- SKT risk dashboard, high-risk alerts
Works well with
The flagship agents: lead generation, campaigns, pricing and export operations. These are where most companies start, because the return shows up in the order book rather than in a report.