AI Is In Your Merchandising. Now What?
Moving From AI-Generated Reports To AI-Informed Decisions, And Why The P&L Only Moves For The Second One.
Every merchandising team I work with is running some version of AI.
Demand forecasting, size curve optimizers, assortment clustering, markdown cadence models.
The outputs are more reliable than most founders assume.
The Gap Is Not The Tools. The Gap Is The Decision.
Most brands use AI to produce a better report. Decisions still get made in a meeting, based on instinct, with the output open in a tab nobody is reading. A smaller group uses AI to change how decisions get made. That group is where the margin shows up.
The Four Highest-Value Use Cases:
Demand Forecasting. The AI baseline anchors the buy. Planners argue the overrides, documented with a reason. A year later the brand can see where human judgment added value and where it did not.
Size Curves And Allocation. High data volume, stable patterns, repetitive decisions. Let the tool drive the default. Reserve judgment for exceptions. Margin improvement shows up almost immediately.
Markdown Cadence. Highest value, highest resistance. Set rules before the season. Run the weekly recommendation. Several hundred basis points of gross margin protected over a year.
Assortment Architecture. AI does not design the line. It stress-tests the line before receipt and before the cash is committed.
Three Operating Model Changes Make It Work.
Define decision rights in writing.
Log every override with a reason.
Measure recommendation hit rate versus override hit rate at the weekly planning meeting.
Without that loop, the tool is decoration.
Treat it as an IT implementation and you get dashboards. Treat it as an operating model change and you get margin.
If you are running AI in your merchandising and the P&L has not moved, the issue is not the tool. It is the operating model around it.
Swipe through for the full strategy on using AI in your merchandising to increase margin. 👇
#ApparelIndustry #AI #Merchandising #InventoryPlanning #BrandScaling #BrandTurnaround #ApparelAdvisors
