AI Adoption Runs Into Data Gaps in 2027 3PL Study

AI is already embedded in supply chain planning and execution, but data quality and legacy systems remain major barriers to broader adoption, according to the 2027 Third-Party Logistics Study.

Released during the CSCMP EDGE conference, the annual study also examines strategic partnerships, supply chain resilience, freight fraud, and cargo theft. The study was founded by Dr. John Langley, emeritus professor at the University of Tennessee, and is supported by Penske Logistics and NTT Data.

Shippers Lead in Predictive AI Use

Sixty-six percent of shippers surveyed said they use AI for predictive analytics and risk planning, compared with 43% of third-party logistics providers. 3PLs reported using AI for generative AI, machine learning, optimization, and autonomous decision-making.

Data quality and availability was the most common barrier to wider adoption, cited by 61% of respondents. Legacy system integration followed at 54%, while 46% cited budget constraints.

"The study shows data quality and legacy integration remain the top barriers to scaling AI, and that should be a wake-up call," said Jonathan Whitaker, managing director, supply chain consulting, NTT Data Inc.

Partnerships and Resilience Remain Priorities

Shippers reported that 39% of outsourced logistics spending is tied to strategic partnerships with 3PLs, while third-party providers said 54% of their revenue is connected to strategic customer partnerships.

Shippers ranked trust and open communication among the most important partnership factors, followed by operational excellence and agility.

Transportation capacity disruptions were the leading resilience concern for both shippers and 3PLs. Shippers reported using multi-carrier and multimodal strategies, alternative sourcing, and inventory buffering to manage disruptions.

The study also found 3PLs placed more emphasis on cybersecurity risk than shippers, at 42% compared with 29%.

Freight Fraud Remains a Concern

About 69% of 3PLs reported being extremely satisfied with their technology defenses against freight theft, compared with 36% of shippers.

The 2027 Third-Party Logistics Study also found that process discipline remains important in addressing freight fraud, particularly as supply chains face pressure for faster shipments.

"This year's 3PL Study examines several topics that are of significant, critical interest to managing domestic and global supply chains," Dr. Langley said.