{"slug":"c-h-robinson-scales-fleet-of-ai-agents-past-30","url":"https://findausecase.com/use-cases/c-h-robinson-scales-fleet-of-ai-agents-past-30","title":"C.H. Robinson Scales Fleet of AI Agents Past 30","description":"C.H. Robinson has deployed more than 30 proprietary AI agents at scale across its global logistics network, spanning the shipment lifecycle from quoting to tracking. The agents have automated over 3 million shipping tasks and contributed to a 30% increase in productivity since 2023. Named agents include a Quoting Agent (32-second price quotes, 1M+ quotes), an Orders Agent (processes 5,500 truckload orders/day, saving 600 labor hours daily), an LTL Classifier Agent (75%+ of LTL orders automated, up from 50%), an Appointments Agent (3,000+ appointments/day across 43,000 locations), a Truck Posting Agent, and a Shipment Tracking Agent.","company":"C.H. Robinson","industry":"Logistics","aiCapabilities":["Generative AI","Large Language Models"],"technology":["Proprietary Large Language Models"],"deployment":"Unknown","problemStatement":"Shipping and logistics tasks across the freight lifecycle — quoting prices, processing orders, classifying freight, scheduling appointments, posting available trucks and tracking shipments — had defied automation for decades, limiting shippers' speed-to-market and competitiveness; MIT research cited in the source shows even modest quoting delays can cost shippers 23-25% extra.","solutionApproach":"C.H. Robinson built a fleet of more than 30 proprietary AI agents, drawing on billions of data points from 37 million shipments a year and proprietary large language models fine-tuned for freight transactions, spanning the full shipment lifecycle from quoting to tracking. Named agents include a Quoting Agent, Orders Agent, LTL Classifier Agent, Appointments Agent, Truck Posting Agent, and Shipment Tracking Agent, with additional agents being built to assist other AI agents.","businessValue":"The AI agents have automated more than 3 million shipping tasks to date and contributed to a 30% increase in productivity since 2023. The Quoting Agent has delivered over 1 million price quotes in 32 seconds each. The Orders Agent reads and interprets emailed tenders in about 90 seconds, processes 5,500 truckload orders per day, and saves 600 hours of labor daily. The LTL Classifier Agent automates over 75% of LTL orders (up from 50% before launch), handling 2,000 shipments per day. The Appointments Agent sets over 3,000 appointments daily across 43,000 locations in under a minute.","evidence":{"band":"high"},"sourceUrl":"https://www.chrobinson.com/en-us/about-us/newsroom/news/2025/ch-robinson-scales-fleet-of-ai-agents-past-30","dates":{"publishedAt":"2026-08-16T13:32:01.243Z","publishedAtSource":"ledger","updatedAt":"2026-08-17T00:42:02.175Z"},"license":"Open for reading and citing with a link to https://findausecase.com/use-cases/c-h-robinson-scales-fleet-of-ai-agents-past-30. Bulk republication requires permission."}