EDEN PRAIRIE, Minn.--(BUSINESS WIRE)--Jun 3, 2026--
As the global leader in Lean AI supply chains, C.H. Robinson has built the first AI technology designed to both operate a shipper’s global supply chain and also continuously assess and improve its performance. Now serving the company’s 4PL Managed Solutions customers, a new Lean AI Engineer works in concert with the Lean AI Planner introduced last year to create one connected system that uniquely enhances a supply chain as it runs.
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The Lean AI Engineer can assess an entire supply chain in 25 to 30 minutes and determine improvements before performance is impacted – compared to supply chain assessments that typically take up to four weeks and look backward at what has happened instead of what should happen. While the Lean AI Engineer delivers intel, the Lean AI Planner manages shipments through hundreds of interconnected AI agents and in turn feeds more data back to the Lean AI Engineer to develop even smarter refinements.
“The breakthrough here is that it’s one closed-loop AI system,” said Jordan Kass, President of Managed Solutions. “It will run continuously, improve the operation it’s running and heal itself when something breaks — without an alert or a human noticing a problem first. The Lean AI Planner executes in real time while the Lean AI Engineer studies the results, identifies patterns, adapts logic and influences future decisions. Just like we launched Managed Solutions to break down the barriers between TMS, 3PL and 4PL services, this technology ends the need for separate supply chain intelligence and orchestration tools. It’s what businesses with complex logistics have wanted for decades.”
The technology is autonomously handling 92% of 4PL shipments globally across trucking, ocean, air and rail, from the moment an order is created through tendering, routing, delivery, exceptions and carrier payment.
“This level of premium logistics service has traditionally depended on talented people to manage complexity, make smart decisions day to day and intervene during disruption,” said Kass. “The problem was that talent didn’t scale. We’ve changed that by encoding expertise in the technology itself. Shippers will get infinite talent and expertise, consistently applied across every shipment, regardless of who’s available in what time zone or how much their shipping volume grows or spikes. Their team and our team can focus on strategic priorities and driving the best business results.”
As with all AI, success depends on the data and context the system has access to. With 450 in-house software engineers and data scientists, the proprietary context layer of C.H. Robinson’s AI was built by methodically capturing institutional knowledge from workflows and the company’s seasoned freight experts and feeding it to the model on an ongoing basis.
“Our technology truly understands your supply chain from the inside out, because the AI leverages all the data on all the steps of your shipping end to end, not just the parts of your supply chain that disparate tools see,” said Kass. “It also has the benefit of being trained on the unique context we have from orchestrating your freight – the large and small details about your goods, your procedures, each pickup and delivery location, your carriers, your routing and risk tolerance. That’s how the Lean AI Engineer knows which improvements are right for you, instead of making generic or theoretical recommendations. If you’re an auto-parts maker shipping cross-border to a just-in-time assembly line five days a week, it won’t suggest how much you could save by shipping once a week.”
C.H. Robinson’s advanced AI takes into account more variables than human analysis or typical software analysis could, and recommendations are more actionable as well as prioritized. At launch, the Lean AI Engineer identifies optimizations and hidden savings. One early adopter learned that switching from a varied shipping schedule to once a week would reduce their loads by 17% across 20 locations for an annual savings of over $1 million. For another, reorganizing their shipments so that one pickup serves three different delivery locations would cut their loads by 81% and save them 40%.
In the coming weeks, the Lean AI Engineer will roll out for more customers and begin assessing a multitude of other factors, such as carrier performance. Continuously monitoring carrier behavior across lanes, transportation modes and customers, it will identify leading indicators of degrading performance and recommend corrective actions before service failures happen.
“Supply chains do not generally suffer from a lack of information. They suffer from the gap between knowing and doing,” said Arun Rajan, Chief Strategy and Innovation Officer. “Tech that sits above or outside of a supply chain can aggregate data, harmonize signals and recommend. But it relies on someone else to execute on the signals and someone else to learn whether those actions worked. Our tech closes the gap, delivering 24/7 premium service with one unified system no one else can match.”
ABOUT C.H. ROBINSON
C.H. Robinson is the global leader in Lean AI supply chains. For more than a century, companies everywhere have looked to us to reimagine how goods move. Now, as we redefine what’s next for the industry, that same drive fuels our commitment to Building Tomorrow’s Supply Chains, Today™. Trusted by 75,000 customers and 450,000 carriers, we manage an unmatched 37 million shipments annually, representing $23 billion in freight. We deliver tailored solutions across the world via truckload, less-than-truckload, ocean, air and more. With our unique combination of human insight and Lean AI working as one, supply chains move faster, smarter and more sustainably. As a responsible global citizen, we proudly contribute millions to the causes that matter most to our employees. Find out more at chrobinson.com. (Nasdaq: CHRW)
C.H. Robinson Launches World's First AI Technology That Continually Assesses, Improves and Operates Global Supply Chains
BRIDGEWATER, N.J. (AP) — Rebecca Bennett, a former Navy helicopter pilot, won the Democratic primary in a battleground New Jersey congressional district to take on Republican Rep. Tom Kean Jr., who has been absent with an unspecified illness for months.
Bennett’s victory over three other Democrats on Tuesday sets up the state’s premier contest in November, when the party hopes it can flip the onetime Republican stronghold that has proven competitive in recent years. The district includes bedroom communities and farm towns as well as President Donald Trump’s Bedminster golf club.
Kean’s absence — his last vote was in early March — has supercharged interest in the seat, which Democrats view as key to winning control of the narrowly divided U.S. House. Voters in the 7th District have ousted two incumbents during midterm elections over the past decade.
Addressing supporters in Bridgewater, Bennett called Kean a “coward.”
“You are failing us, and you do not deserve to represent us in Washington,” she said.
In her speech, Bennett referred to “Tom Kean Jr., wherever you are,” drawing applause from supporters. She criticized Kean over his vote for Trump’s tax legislation and his failure to stand up to the president's threat to cut funding for a rail tunnel between New Jersey and New York.
Trump's package of spending and tax cuts expanded the state and local tax deduction. New Jersey has among the highest property taxes in the nation.
The Democrats are leaning into the rising costs of groceries and gasoline caused by the Iran war and Trump’s sweeping tariffs.
Bennett built her campaign around her experience as a Navy helicopter pilot as well as around affordability, noting that she drives a no-frills sedan and emphasizing her relatability as a working mom.
Araz Shahinian, a 49-year-old systems developer, said he voted for Bennett, noting he’s worried about the state of politics and rising prices. “She had the more centrist views,” he said.
Bennett's victory comes as Kean, who received Trump’s endorsement, remains out of public view. He did not make any appearances ahead of the primary, and he did not face a challenge for the Republican nomination.
Kean issued a statement on Tuesday saying “I will continue putting our constituents first” and “I am optimistic about the road ahead.”
“Right now I am focused on my recovery and under the advice of healthcare professionals. I will transition from virtual work to in person work within a matter of weeks,” Kean said, without explaining his condition.
Nina Ovryn, a Democratic voter and Bennett supporter who attended her victory party, said she was disappointed by Kean's absence.
“It shines a spotlight on the fact that he’s basically absent in the district and now he’s absent in Congress,” she said.
The district was redrawn after the most recent census to become more favorable to Republicans, but it's gone back and forth in recent years. Kean ousted incumbent Democrat Tom Malinowski in 2022, who defeated Republican Rep. Leonard Lance in 2018.
Justin Murphy, an attorney from southern New Jersey, won the state’s Republican nomination for a U.S. Senate seat Tuesday, setting up a fall contest with incumbent Democratic Sen. Cory Booker.
Murphy faces the tall task of becoming the first New Jersey Republican to win a race for Senate in more than five decades — and in a year when control of the chamber is being hotly contested.
Booker was uncontested in Tuesday's Democratic primary and is running for a full third term.
Rep. Jeff Van Drew is seeking a fifth term in southern New Jersey’s 2nd District. He was originally elected as a Democrat but switched to the Republican Party during Trump's first term. Zack Mullock, the mayor of Cape May, New Jersey, won the district's Democratic primary Tuesday.
Dr. Adam Hamawy, a surgeon and Army veteran, won a crowded primary in the heavily Democratic 12th District in central New Jersey, where Rep. Bonnie Watson Coleman is retiring. He'll face attorney Gregg Mele, who was unchallenged in the GOP primary.
Hamawy shot to prominence with endorsements from independent Sen. Bernie Sanders and other progressives. Some of his opponents recently began criticizing him over his connection to Sheikh Omar Abdel-Rahman, a blind Egyptian cleric convicted in 1995 of conspiring to blow up the United Nations and other New York-area landmarks.
Hamawy was a defense witness in the sheikh's trial but wasn’t accused of wrongdoing. He has condemned violence and distanced himself from the sheikh during the campaign. Abdel-Rahman died in federal prison in 2017.
The Republican primary in New Jersey’s 9th Congressional District was too early to call. Rosie Pino led Tiffany Burress by 366 votes out of 12,702 votes counted. It was unclear how many votes were left to count in Passaic County, where Burress led Pino by 45 percentage points.
The winner will take on first-term Democratic Rep. Nellie Pou. Her margin of victory in 2024 was narrower than her long-serving predecessor, Rep. Bill Pascrell, and coincided with Trump winning a county in the district.
This story has been updated to correct the spelling of a Bennett supporter's last name to Nina Ovryn, not Orvyn.
Associated Press writer Meg Kinnard in Columbia, South Carolina, contributed to this report.
From left, Rebecca Bennett, Democratic candidate for New Jersey's 7th Congressional District, holds her daughter Rosie, alongside her husband Alex Hydrean and daughter Millie during a primary election night watch party after winning the Democratic nomination Tuesday, June 2, 2026, in Bridgewater, N.J. (AP Photo/Ryan Murphy)
Rebecca Bennett, Democratic candidate for New Jersey's 7th Congressional District, hugs attendees during a primary election night watch party after winning the Democratic nomination Tuesday, June 2, 2026, in Bridgewater, N.J. (AP Photo/Ryan Murphy)
Rebecca Bennett, Democratic candidate for New Jersey's 7th Congressional District, speaks during a primary election night watch party after winning the Democratic nomination Tuesday, June 2, 2026, in Bridgewater, N.J. (AP Photo/Ryan Murphy)
Rebecca Bennett, Democratic candidate for New Jersey's 7th Congressional District, speaks during a primary election night watch party after winning the Democratic nomination Tuesday, June 2, 2026, in Bridgewater, N.J. (AP Photo/Ryan Murphy)
Rebecca Bennett, Democratic candidate for New Jersey's 7th Congressional District, hugs an attendee during a primary election night watch party after winning the Democratic nomination Tuesday, June 2, 2026, in Bridgewater, N.J. (AP Photo/Ryan Murphy)
Supporters hug during a primary election night watch party for Rebecca Bennett, Democratic candidate for New Jersey's 7th Congressional District, Tuesday, June 2, 2026, in Bridgewater, N.J. (AP Photo/Ryan Murphy)
Supporters cheer during a primary election night watch party for Rebecca Bennett, Democratic candidate for New Jersey's 7th Congressional District, Tuesday, June 2, 2026, in Bridgewater, N.J. (AP Photo/Ryan Murphy)
Voting messages are displayed on a car at a primary election night watch party for Rebecca Bennett, Democratic candidate for New Jersey's 7th Congressional District, Tuesday, June 2, 2026, in Bridgewater, N.J. (AP Photo/Ryan Murphy)
A worker sets up the stage during a primary election night watch party for Rebecca Bennett, Democratic candidate for New Jersey's 7th Congressional District, Tuesday, June 2, 2026, in Bridgewater, N.J. (AP Photo/Ryan Murphy)
A sign directs voters to a polling place for the New Jersey primary election in Cherry Hill township, N.J., Tuesday, June 2, 2026. (AP Photo/Matt Rourke)
A person walks from a polling place for the New Jersey primary election in Oaklyn, N.J., Tuesday, June 2, 2026. (AP Photo/Matt Rourke)
FILE - This photo combination shows Democrat candidates for New Jersey's 7th Congressional District, from left, Rebecca Bennett, May 30, 2026, in Flemington, N.J., Brian Varela, May 30, 2026, in Sparta, N.J. and Michael Roth, May 31, 2026, in Rahway, N.J. (AP Photo/Stefan Jeremiah)
FILE - In this Jan. 15, 2019, file photo, New Jersey Senate Minority Leader Tom Kean Jr., R-Westfield, addresses reporters in Trenton, N.J. (AP Photo/Julio Cortez, File)
