Fundamentals
What a decision layer, operational AI and decision intelligence actually mean.
9 articles
Digital merchandising is a decision function
Digital merchandising gets confused with the storefront. The real surface to digitize is the decisions: assortment, allocation, replenishment, markdown.
Prescriptive analytics in retail: what it is, where it stops
Prescriptive analytics is the top rung of the analytics ladder: it recommends an action. In retail it stops one step short of executing the decision.
Demand planning vs forecasting: where retail goes wrong
A forecast predicts demand; demand planning decides what to do about it. Confusing the two is why sharper numbers rarely change the result.
What is yield management in retail? Price, inventory, time
Yield management started in airlines. In retail it becomes a coordinated arbitration of price, inventory, time and channel — here is the definition.
What is operational AI in retail?
Operational AI doesn't advise, it acts: it makes the decision, respects the business rules, and drives execution. The distinction that matters in retail.
What is a decision layer in retail?
A decision layer is the part of the retail stack that turns data and models into executed decisions under the chain's own business rules. Here's the definition.
Retail decisioning glossary: 15 terms that matter
A clean, opinionated glossary of the 15 terms that define retail decisioning — decision layer, operational AI, sell-through, demand sensing and more.
Decision platform vs forecasting platform vs BI
Retail buyers conflate three distinct categories: BI describes, forecasting predicts, a decision platform decides. Here is what each is actually built for.
Decision intelligence vs business intelligence
Decision intelligence and business intelligence are different paradigms, not tool tiers. Here is the structural line between them.