AI GeneratedOPS & AUTOMATIONInsight

WMS: Built by Forklift Drivers, Not Just Developers

Feb 28, 2026

Adversarial AI Pipeline

Key Takeaway

When a software architect also drives the forklift, WMS design shifts from generic 'customization' to eliminating specific operational pain points. Assembled Products' founder, leveraging hands-on experience, built a WMS that allows a single pallet scan to reveal every box, part, and lot number, eliminating the 'painful' manual process of reconstructing shipment manifests.

Our Take— Mike Sanders, Founder

“We see this repeatedly: systems designed by those who understand the granular operational reality, like the need for single-scan pallet manifests, deliver tangible P&L impact by eliminating manual work and improving data accuracy, directly impacting throughput and labor costs.”

WMS: Built by Forklift Drivers, Not Just Developers

From the Source

"For every pallet, if I can scan one barcode, I want to know every box that's on it with every part and every lot number. From systems we had seen that was usually a very painful process to like put that together for a shipment."

— Building a Warehouse for Long-Term Growth

Key Takeaways

01Deep operational experience (e.g., driving forklifts) is critical for WMS design that eliminates specific pain points.
02A WMS built around operator workflows, like single-scan pallet identification, directly reduces manual work.
03Eliminating 'painful' shipment prep processes improves throughput and reduces labor time.
04This approach contrasts with off-the-shelf systems that often require 'a lot of steps' or 'effort to customize'.