Lenders Turn to AI and Automation Tools as Farm Financial Risk Rises

Technology-driven lending decisions may shape the future availability of farm credit.

LUBBOCK, TEXAS (RFD NEWS) — Agricultural lenders are rapidly adopting automation technology and artificial intelligence (AI) tools as farm financial risks grow more complex, signaling changes in how producers access credit and manage borrowing relationships.

New analysis from Moody’s shows lenders are shifting toward data-driven decision tools to better evaluate risk as margins tighten across agriculture.

Higher interest rates, volatile commodity markets, and rising production costs are increasing pressure on farm borrowers. Moody’s reports lenders are using automation to streamline loan processing, analyze repayment capacity, and monitor portfolios more closely as global trade uncertainty and input volatility complicate farm financial outlooks.

Farm-Level Takeaway: Technology-driven lending decisions may shape future availability of farm credit.
Tony St. James, RFD NEWS Markets Specialist

For producers, the shift means lenders are increasingly acting as financial advisors rather than only credit providers. Digital tools allow banks to better match loan structures with seasonal cash flows and evaluate large capital investments tied to precision agriculture and automation equipment.

Generational turnover and farm consolidation are also reshaping lending strategies. Fewer operators and larger operations require more sophisticated financing, pushing rural banks to modernize while maintaining relationship-based lending models.

Looking ahead, lenders adopting technology and advanced analytics are expected to manage risk more effectively, potentially improving credit access for producers as they navigate tighter profitability cycles.

Related Stories
CoBank Knowledge Exchange’s Jeff Johnston shares the group’s positive perspective on expanding data centers into rural areas and weighs the risks and rewards for those communities.
Farm CPA Paul Neiffer discusses how January’s WASDE report could impact ARC and PLC payments and updates on disaster relief programs as farmers navigate a challenging market environment.
Texas Commissioner of Agriculture Sid Miller joined us to discuss data center expansion, farmland preservation, rural economic impacts, and imminent cattle biosecurity concerns affecting agriculture today.
Wind repowering offers a rare opportunity to renegotiate outdated leases and improve long-term land income for landowners who act early.
NEFB President Mark McHargue recaps the Farm Bureau’s Annual Convention, producer sentiment in Nebraska, and discusses key issues facing agriculture.
From “right to repair” to investigations into the “Big Four” meatpackers, antitrust issues were a major legal topic in 2025 and promise to have a long-term impact on the agriculture industry in the future.

Tony St. James joined the RFD-TV talent team in August 2024, bringing a wealth of experience and a fresh perspective to RFD-TV and Rural Radio Channel 147 Sirius XM. In addition to his role as Market Specialist (collaborating with Scott “The Cow Guy” Shellady to provide radio and TV audiences with the latest updates on ag commodity markets), he hosts “Rural America Live” and serves as talent for trade shows.

LATEST STORIES BY THIS AUTHOR:

Policies aimed at ground beef prices may primarily reshape dairy incentives rather than deliver lasting consumer savings.
More flexible export financing could strengthen demand in emerging markets and support higher U.S. agricultural exports.
Incremental trade clarity with India could support select U.S. ag exports, but major gains hinge on future market-access talks.
The phone call injected optimism into the soybean market, but actual Chinese buying and its timing will ultimately determine the extent of U.S. agricultural export benefits.
Regulatory uncertainty could slow the growth of fiber and grain hemp unless implementation is delayed.
As cattle markets show renewed strength, producers gathering at CattleCon are focused on protecting operations, managing risk, and positioning for opportunity in the year ahead.