Industries
Digital twins forCPG warehouses .
Promotions and seasonality mean the fast movers of this quarter are not the fast movers of the next. WareBee tracks velocity drift, re-slots ahead of the peak, and forecasts the labour each promotion actually needs — with retailer service levels protected throughout.
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Made for demand that will not sit still.
Promotional peaks
Re-slot ahead of promotions using forecast volumes, then simulate the peak before it happens.
The lift isn't applied as a blanket percentage across the SKU list — the model reads the actual display commitment and case-pack volumes off the promo plan, so a featured item gets exactly the forward capacity that volume needs, and nothing is borrowed from an item that isn't running that week.
Velocity drift detection
ABC classifications age fast in CPG — see the drift and correct placement before travel time creeps up.
Each SKU's live pick velocity is compared against the class it was assigned at the last formal review, and a widening gap gets flagged the week it opens up, not at the next quarterly re-class. A B item quietly turning into an A gets nudged forward on its own timeline, instead of waiting behind the next scheduled project.
Pallet-dense operations
Racking weight limits, full-pallet flows and case-pick faces optimised together.
Raise a case-pick face's hit rate without checking upstream, and the deck above it can end up over its rated load before anyone notices — three teams used to catch that after the fact, in three separate reviews. The twin resolves the trade-off in one pass, before a rack is touched, not as damage control after a load audit.
Forecast-driven labour
Staffing plans generated from expected order profiles — per zone, per shift, per promotion.
Pallet-out volume and case-pick mix look identical in a total order count, but they need different headcount ratios on the floor — the labour plan draws staffing per role from that mix specifically, not from scaling an average shift up or down. A promo-heavy week gets more case pickers where the mix demands them, not just more bodies spread evenly.
Retailer OTIF targets
On-time-in-full performance monitored continuously, with root-cause analysis when a wave slips.
When a wave misses its cutoff, the system walks back through its pick, pack and dock stages to isolate which one actually caused the delay — a stockout, a late truck, a congested door — rather than logging a generic miss against the retailer scorecard. The same failure mode gets fixed before next week's shipment to that account repeats it.
Co-pack & display space
Plan space for co-packing and display builds without strangling the pick faces around them.
Space for a promotional build carries a start and end date pulled straight from the promotion calendar, and the twin shows the congestion it would create around nearby pick faces before that space is committed. When the promotion ends, the footprint releases back to picking on its own, not as a fixture that outlives the campaign.