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
Farms and major food companies use AI to improve efficiency and forecast demand. Still, developers said that training AI for different uses is only possible with support from knowledgeable workers.
Producers across the country balanced winter weather disruptions, shifting export demand, and tightening margins as year-end decisions come into focus.
Reviewing risk management now can help dairy and livestock producers enter 2026 with clearer margins and fewer surprises.
Small, locally focused wineries are finding resilience through direct sales and regional loyalty rather than scale alone.
National Land Realty’s Jeramy Stephens shares his outlook on farmland market trends, which remain under close watch as new federal assistance programs roll out — with experts analyzing potential impacts on land values, buying, and stability.
Michelle Perez shares more about the American Farmland Trust’s resource to help farmers and producers plan soil health improvements.

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:

Higher livestock prices reflect resilient demand, even as disease and herd shifts reshape 2026 supply expectations.
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.
Lower freight costs helped sustain export demand amid a challenging pricing environment.
Producers across the country spent the week balancing spring planning with tight margins and uneven moisture outlooks. Input purchasing stayed cautious, while marketing and cash-flow decisions remained front and center for many operations.
Income support helps, but farm finances remain tight heading into 2026.
Federal assistance has helped, but the most recent row-crop losses remain on producers’ balance sheets.