89% of Orders, Zero Manual Touch

Three Shopify stores, one fulfillment operation, and a team that was manually processing 40% of orders because of edge cases in inventory sync, shipping rules, and international tax. The goal was 90% zero-touch fulfillment. We hit 89% in eight weeks.

The automation stack connected inventory across stores, applied shipping rules by destination and product class, and generated customs documentation for international orders. The remaining 11% were edge cases we deliberately kept human: oversized items, gift messages with special instructions, and orders flagged for fraud review.

The key decision was defining 'zero-touch' precisely. It didn't mean no human oversight — it meant no human action required for the order to ship. Oversight happened through exception dashboards, not manual processing.