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 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.
Wed, 2/18/26 – 7:30 PM ET
American Farmland Trust shares guidance, research, and policy solutions to help farmers navigate the growing threat of PFAS, or “forever chemicals,” contaminating U.S. farmland.
Kevin Charleston of Specialty Risk Insurance discusses the importance of grain bin safety and joint efforts with Nationwide to provide farmers and first responders with access to critical, life-saving rescue tubes.
Dr. Kelly Bruns from the Nebraska College of Technical Agriculture discusses how the college prepares students for careers in agriculture.
Bankruptcy filings reflect prolonged margin pressure, rising debt, and limited financial flexibility across farm country. Bigger operating loans are helping farms manage costs, but they also signal growing reliance on borrowed capital.

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:

Farm bill negotiations remain unsettled, leaving producers waiting for updated federal support programs.
Domestic textile demand plays a shrinking role in supporting U.S. cotton prices.
Strong cattle markets are masking ongoing financial stress across crop agriculture.
Record ethanol demand continues supporting corn markets and rural economies.
Geopolitical risk is rapidly increasing fertilizer price volatility before planting.
China may no longer serve as a consistent anchor market for U.S. cotton exports. Lewis Williamson of HTS Commodities joined us to discuss the factors influencing planting decisions, river conditions, and what producers are considering as they finalize acreage plans for the season.