AI GeneratedOPS & AUTOMATIONInsight

3x Faster Picks With Higher Accuracy — No Trade-Off

Jun 14, 2026

Adversarial AI Pipeline

Key Takeaway

G10 Fulfillment slashed pick times by over 3x while *increasing* accuracy—proving that AI-driven federated picking eliminates wasteful walking without sacrificing quality. Enabled by their in-house Channel Point software, they replaced full-warehouse S-patterns with zone-based cart building that ingests more orders simultaneously to generate paths humans wouldn’t design.

Our Take— Mike Sanders, Founder

“We see this as a direct $1.2M+ annual labor savings opportunity for a 140K sq ft 3PL—since walking consumes ~55% of picker time, a 3x speed gain at stable headcount cuts cost-per-order by 30–40%.”

3x Faster Picks With Higher Accuracy — No Trade-Off

From the Source

"Our pick times were sometimes more than three times faster than without the robots... I was worried with working this fast, will we see a decrease in accuracy? We actually saw a little bit of an increase, which was great."

— Flexible Fulfillment Automation in Practice with G10 Fulfillment

Key Takeaways

01Pick times >3x faster during peak season with Zebra AMRs
02Pick accuracy slightly increased despite speed gains
03AI federated picking replaces inefficient S-patterns with zone-optimized cart builds
04In-house Channel Point software enabled rapid integration and adaptation in under six months
05Walking time—the dominant labor waste in 3PLs (60–70% of costs)—is directly compressed