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a fast-growing apparel and lifestyle e-commerce fulfillment operation

How an Apparel Fulfillment Brand Cut Labor Cost 65% and Raised Pick Rates 10x With AMRs

An apparel e-commerce fulfillment brand reported 10x pick rates, 65% lower labor cost, and 99.9% accuracy after AMR picker walls replaced temp-heavy peak season staffing.

10x
Pick rate gain
65%
Labor cost cut
99.9%
Accuracy
0 temps
Peak season

Based on a documented real-world deployment. Figures are from public reporting; the organization is not named.

An apparel fulfillment floor where associates pack online orders from fast-moving SKU lines.
Photo: Tima Miroshnichenko

Peak season temps could not keep up

A fast-growing apparel and lifestyle e-commerce fulfillment operation faced rising labor cost and unreliable temp hiring every peak season. Manual picking could not absorb order spikes without overtime and accuracy slips.

Leadership wanted robotics-as-a-service flexibility instead of a capital-heavy conveyor project that would be hard to resize if the brand moved buildings.

  • Temp labor was costly and hard to train during surges
  • Pick travel consumed most associate hours on the floor
  • Fixed automation felt risky for a still-moving fulfillment footprint
Peak-season order volume that once depended on temporary pickers and overtime.
Photo: Tiger Lily

Software first, then AMR picker walls on subscription

Shelved apparel inventory feeding a pick wall while robots handle travel.
Photo: EqualStock IN

The team deployed AI warehouse execution software to position inventory and coordinate people and equipment, then upgraded to AMR picker walls where robots deliver goods to a dynamic pick face while associates sort into order bins.

A robotics-as-a-service model let the brand scale from software-only to full automation without a large upfront capital bet.

  • Optimized pick paths and inventory placement in software
  • Added AMR-fed picker walls for replenishment and order picking
  • Used subscription pricing to expand automation after proof

Throughput, cost, and accuracy gains

The operation reported a 1,000 percent increase in pick rates compared with traditional picking, described as a 10x gain, alongside a 65 percent decrease in labor cost.

Accuracy reached 99.9 percent, and the brand avoided hiring temps during peak season while maintaining outbound service levels.

Outbound parcels staged after higher-accuracy picking at the wall.
Photo: Tima Miroshnichenko

What apparel brands should compare on AMR fulfillment

Fashion and lifestyle SKUs change seasonally, so fulfillment automation must resize with promos and catalog churn. Picker walls fed by AMRs fit that volatility better than steel that assumes stable pick profiles.

Service Robot Co. helps US operators compare OEM-neutral warehouse AMRs, structure financing or subscription models, integrate with WMS workflows, and keep service aligned through peak. The target outcome is 10x travel elimination without temp armies every holiday.

Frequently asked questions

Associates still worked at the pick wall sorting into order bins. Robots removed most aisle walking, which is where the multiplier came from in the published case.

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