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
Rural areas across the United States are experiencing significant shortages of attorneys, CPAs and other tax professionals, creating “legal deserts” that hinder farmers and ranchers’ access to essential business services.
Before you turn the calendar to 2025, take a few moments to think through a few important tax planning matters for your farm or ranch.
RFD-TV Legal Expert Roger McEowen with Kansas’ Washburn School of Law breaks it down in his latest Firm to Farm blog post.
Legal issues can arise for farmers and ranchers when conducting business informally or in another state. RFD-TV Ag Law & Tax Expert Roger McEowen explores both topics in his latest Firm to Farm blog post.
RFD-TV ag law and tax expert Roger McEowen with the Washburn School of Law dives into common disputes over boundaries and conflicting surveys in agriculture.

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:

Experts say farmers and ethanol producers would benefit from a risk-based ILUC system that protects forests without relying on speculative modeling.
Farmland values remain stable, but weakened credit conditions and lower expected farm income signal tighter financial margins heading into 2026.
Ethanol exports are expanding on strong demand from Canada and Europe, while DDGS shipments remain broad-based and supportive for feed markets.
Mary-Thomas Hart, with the National Cattlemen’s Beef Association, discusses the latest WOTUS developments and their implications for agriculture.
Only properly documented, unexhausted fertilizer applied by prior owners may qualify for Section 180 expensing; broader nutrient-based claims carry significant legal and tax risk.
Urea and phosphate see the biggest price relief from tariff exemptions, but nitrogen markets remain tight, and spring demand will still dictate pricing momentum.