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
Genevieve Collins from Americans for Prosperity discusses rising Texas property taxes, potential relief, and impacts on farmers, ranchers, and rural communities.
Autumn Lankford Higgins with the Farm Bureau joins us to discuss data center expansion on farmland, rural policy considerations, and the role of agriculture in emerging digital infrastructure.
RealAg Radio’s Shaun Haney joins us to discuss geopolitical trade tensions, energy market volatility, and what global shifts could mean for U.S. agriculture exports.
New data from the Illinois Farm Bureau show that farm financial conditions are stabilizing, even as debt per acre and borrowing costs continue to climb.
Waylon NeSmith says continuing the operation is a way to carry on the lessons and legacy his father left behind.
Jonathan Braley joins us to discuss rising cybersecurity threats in agriculture, the risks of ransomware attacks, and how Food and Ag-ISAC’s new guide can help businesses better protect themselves.

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:

Corn and wheat inspections outpaced last year, but soybean movement remains seasonally active yet behind, keeping basis and freight dynamics in focus by corridor.
Lawmakers are pressing for answers on how Washington’s “managed trade” approach — keeping leverage through long-term tariffs — will affect farmers, global markets, and future export opportunities.
Beef industry groups seem to agree — market-based pricing, not federal intervention, best supports rancher livelihoods and long-term beef supply stability.
Cattle groups say additional imports would offer little relief for consumers but could erode rancher confidence as the industry begins to rebuild herds.
Harvest Pace, Logistics, and Input Costs Drive Fall Decisions
With China halting U.S. soybean purchases and talks tied to broader strategic issues, growers face renewed export uncertainty.