C.H. Robinson achieves 45% productivity gain with in-house AI agents

What happened

C.H. Robinson, a 120-year-old logistics firm headquartered in Eden Prairie, Minnesota, has deployed hundreds of AI agents across its business and achieved a 45% uplift in employee productivity since 2022. The company built almost all of these agents in-house using its own AI models or open-source models, employing some 450 engineers steeped in shipping industry knowledge. CEO Dave Bozeman says the company is currently getting hundreds of millions of dollars of benefit with a token cost of less than $2 million（約3.2億円）.

Why it matters

Despite a post-COVID slump that saw revenues drop some 34%, Robinson has delivered double-digit earnings-per-share growth since 2023 by using AI to automate routine tasks like quote delivery—which now takes 31 seconds instead of 20 minutes—while moving human employees into higher-value work such as helping customers navigate tariff regimes. The company has not had to hire replacements for its natural annual employee turnover rate of 11% to 14%, fundamentally decoupling headcount from volume in certain business functions.

What to watch

Bozeman is leveraging AI to shift Robinson's strategic direction toward supplying entire supply chain functions for customers ("supply chain in a box") and recapturing market share among small and medium-sized businesses, areas where the company is actively hiring more employees to work alongside AI assistants. The CEO attributes success not just to technology but to operational design and culture—including cross-functional teams using the Socratic Method, a Failure Mode & Effects Analysis methodology, and a "traffic light" reporting system (green or red only, no yellow) that celebrates failure as a waypoint to success.