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
The National Farm Machinery Show is underway in Louisville, Kentucky, bringing together the latest in agricultural equipment, technology, and innovation. Here are some highlights from the trade show floor so far!
RealAg Radio host Shaun Haney discusses how AI integration in grocery retail could impact farmers and the broader food supply chain.
Alliant Chairman of Agriculture and former U.S. Ag Secretary Mike Johanns explains the R&D Tax Credit, the recent Tax Court ruling, and ways livestock producers and agribusinesses can qualify.
AFBF Economist Samantha Ayoub discusses the latest data on Chapter 12 farm bankruptcy filings and what the troubling trend signals for the farm economy. At the same time, bigger loans and higher rates are squeezing working capital and increasing financial risk.
Farm numbers still favor small operations, but production, resilience, and risk management are increasingly concentrated among fewer, larger farms.
The USDA opened a new sterile fly-dispersal facility at Moore Air Base in South Texas to prevent a potential outbreak of New World screwworm and protect the small U.S. cattle herd.

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:

Weak crop margins and tariff uncertainty are delaying machinery purchases and signaling slower capital investment across U.S. agriculture.
Farm Bureau Economist Dr. Faith Parum explains the role farm safety net programs play in supporting farm finances as growers head into the 2026 planting season.
Corn demand is rising thanks to ethanol expansion, yet year-round E15 remains missing from the Farm Bill—leaving farmers questioning the policy gap.
Cuban economic reforms could open up nearby export demand, but policy execution remains the key uncertainty.
Bipartisan momentum builds, but final farm policy remains unsettled.
Heavy cattle weights are cushioning beef supplies despite shrinking herd numbers.