CH Robinson takes AI agents into global freight forwarding

By Grace Kim

CH Robinson's pricing agents have delivered more than 80,000 quotes to over 3,600 customers, the company says, cutting airfreight turnaround from a day to two or three minutes and ocean quotes from two to three days to the same window. The figure covers quoted shipments, not full automation; CH Robinson gave no share of bookings handled without staff intervention.

What changes at the booking desk?

CH Robinson is extending AI agents across ocean shipping, airfreight and US customs brokerage, using them to recommend freight routings, prepare quotes and process ocean bookings. Some tasks require more than a dozen agents to work together, while earlier digital booking forms and customer data exchanges yielded only about 5% automation for ocean and air booking requests over roughly 10 years, chief technology officer Mike Neill said.

The old bottleneck sat after the customer quote: a customer might have 50 suppliers placing booking requests, each previously requiring manual handling. The agents remove that need for manual processing, although Neill said more work remains to automate every booking step.

President of Global Forwarding Mike Short said the benefits would compound as CH Robinson carried its AI playbook into global forwarding. He added: “Customers have information they need sooner. Data is more consistent. Processes are more predictable.” Short also argued that only CH Robinson had the maturity to combine AI with human experts to transform freight forwarding; the claim is positioning, not a comparative performance result.

How do the agents price a shipment?

Agents do more than retrieve a freight rate: they interpret shipping requirements, seek information from external parties, and assess routing options and charges at origin and destination. For a Shanghai shipment, port and terminal choices affect inland transport costs and fees, so another agent checks terminal websites daily and monitors emails for fee notices.

That monitoring removes the need for staff in two time zones to call every terminal for every price quote. Terminal charges remain fluid, so the data check is continuous rather than a one-time price lookup.

Where customers do not specify a port, agents can propose gateways, inland transport by truck, rail or barge, and consolidation centres. Faster processing gives shippers more time to secure capacity or respond to disruption because they can evaluate a new route, mode, schedule or price more quickly.

What is live, and what remains promised?

Ocean booking agents launched in China in August, according to CH Robinson. The company plans deployment across the rest of Asia in the fourth quarter and expects a global rollout in the first quarter of 2027.

Pricing agents began with North American less-than-container-load shipments in 2025 and now cover full-container-load and airfreight work across several regions. CH Robinson plans further expansion, while worldwide ocean-booking coverage remains a future commitment rather than a demonstrated capability.

Can customs work move faster?

In US customs brokerage, CH Robinson uses AI and automation to classify documents, extract data and request missing paperwork. The company claims a 23% reduction in time spent on the affected work, leaving brokers to focus on validation and compliance rather than first-pass document handling.

The 23% figure covers only the affected tasks, not the full customs process, and CH Robinson still places brokers on validation and compliance. It changes the allocation of staff time, not the sequence of regulatory checks.

Does the financial evidence support the claim?

In the second quarter, CH Robinson's forwarding operating profit rose 18.8% year on year while average employee headcount fell 16.6%. Those figures cover an earlier stage of automation and do not isolate AI's contribution, so neither the profit gain nor the headcount reduction proves what the agents will deliver.

The case rests on productivity and faster customer decisions. Proof of financial impact remains pending.

Can proprietary data defend the position?

Chief strategy and innovation officer Arun Rajan said: “Our AI agents continue to operate on 100 trillion data points and a context layer of customer-specific information that simply cannot be replicated elsewhere.” That is a scale claim, not a measured competitor comparison. Rajan said CH Robinson's 450 in-house software engineers and data scientists continue to innovate across trucking and 4PL, while proprietary technology and operational data now support a wider position in global forwarding.

The data scale gives CH Robinson an argument, not yet evidence, that it can reproduce its booking gains across a global network. The next checkpoints are the fourth-quarter Asian deployment, first-quarter 2027 global rollout, and company disclosure that separates AI's contribution from earlier automation.