See It Work — Better forecasts free cash and cut stockouts at once | Book 04 · AI Agents for Supply Chain

A demand-forecasting agent's value shows up on the balance sheet. A sixteen-point accuracy improvement let one operation reduce safety stock by 33%, freeing $1.2M in working capital — and crucially, without increasing stockouts. When the forecast is trusted, you can safely hold less buffer.

Safety stock is cash sitting on a shelf as insurance against a bad forecast. Improve the forecast and you can release that cash — but only if service holds, which is the part that makes it real.

What this means for you

Forecast accuracy frees working capital tied up in safety stock — without raising stockouts. What this means for you: you release cash that's been sitting on the shelf as insurance against bad forecasts — a more accurate forecast lets you safely hold less, freeing real working capital while service stays intact.

Accuracy releases working capital while protecting service:

Demand Forecasting

accuracy+16 points

safety stock-33%

working capital freed$1.2M

stockoutsdid not rise

A 16-point accuracy improvement freed $1.2M in working capital through a 33% safety-stock reduction — without increasing stockouts.

For the technical reader — the command, and how to verify it yourself

# one line · you do not need to run this
see walkthrough

see walkthrough
# -> forecast accuracy freeing $1.2M without raising stockouts

Full step-by-step is in Appendix RX: Hands-On Demonstrations in the book.