Governed AI for
retail and commerce.
Margin lives in decisions made thousands of times a day. ARPIA governs the AI that prices, forecasts, and replenishes, so speed never outruns control.
Processes we govern in this sector.
Demand Forecasting
Forecast on a governed view of sales, stores, and external signals.
Pricing & Markdown
Price and mark down inside your rules, with lineage on every move.
Inventory & Replenishment
Replenish across locations with governed, auditable decisions.
Cases in the making.
We are building production cases in this sector with our clients. Bring us the process that matters most and we will show you what a governed version looks like.
What would you run governed first?
Tell us the process that matters most in your operation. We will tell you honestly what a governed, production version requires.