Onebeat

AI inventory management needs more than AI added to old workflows. See why retailers need an AI-native operating layer above ERP.

Initial allocation often looks simple on paper. A retailer has a buy, a store list, and a standard size run. Ship the first wave, protect presentation, and let replenishment handle the rest. That logic breaks down fast in fashion retail. One store sells o

Most merchandise plans look reasonable in summary. Sales target, margin target, receipt plan, inventory budget. The trouble starts when those numbers are treated as proof that the plan is healthy. They are not. A plan can hit its top-line targets on paper

Phased liquidation starts with a simple truth: not every slow-moving SKU should be treated like a lost cause, and not every markdown should begin with panic. Some products are only experiencing a temporary slowdown. Others are signaling a real lifecycle p

Coverage gap purchasing is the repeat-buy decision retailers make when remaining cover is no longer enough to last until fresh inventory can arrive. That is the part of in-season purchasing most teams wrestle with. Spotting a winner is usually the easy pa

Demand-triggered replenishment starts with a simple truth: when inventory is limited, the next unit is not equally valuable in every store. Some locations are about to miss a full-price sale. Others are already carrying enough stock, or more than enough.

Retailers rarely lose margin because they have no inventory at all. More often, they lose margin because the inventory they do have is sitting in the wrong store. That is what makes store transfers so important. A transfer is not just a way to clean up sl

Preparing stores for high-demand events is not the same as adding extra stock everywhere and hoping demand sorts itself out. Event demand shifts by product, by store, and by speed. The real question is not whether demand will rise. It is where it will ris

Most retailers still treat inventory allocation as a launch distribution step. Decide store quantities. Push inventory into the network. Then hand off the season to replenishment, store teams, and markdown planning. That model breaks as soon as demand bec

Retailers rarely struggle because they lack a plan. They struggle because the plan that looks clean at the top becomes messy the moment it meets store reality. That usually happens in assortment planning. A chain can hit its top-line sales target, protect