The Rise of AI on Farms: Technology Can Compliment—Not Replace—Human Expertise

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.

NASHVILLE, TENN. (RFD-TV) — Use of artificial intelligence (AI) is widespread across today’s farms and is quickly finding a home in some large food companies. Several major players in food production have already made AI a key part of their operations, including McCormick, Cargill, and General Mills. Those companies use AI to blend ingredients, do product development, and even forecast demand.

Industry leaders say the technology will not replace workers entirely, but it will have a significant impact on how operations move forward.

Analysts believe using AI to complement human judgment will be key. As more farmers adopt AI, there’s also a focus on ensuring that information is neutral and free of bias. According to tech developer John Kempf, doing so could require a significant step back.

“There are all types of bias that can occur,” Kempf said. “There can be just the bias of having 60 peer-reviewed papers saying one thing, and then three or four other papers saying something that is in direct conflict or in direct contrast to those. You also have a bias of recency versus historically. So Fieldlark doesn’t make recommendations for anhydrous ammonia, for example, or potassium chloride, because it’s looking at the broad array of evidence and the additional externalities and saying there are much smarter, much better ways. We haven’t given it any instructions, for example, to take a biological agriculture approach or to give it a regional agriculture approach because it needs to be bigger than that.”

Kempf told aginfo.net that AI training needs to be macro-focused and have a global perspective.

Related Stories
Rising payroll expenses continue to pressure small businesses across rural America.
USDA confirmed the latest cases involve a calf in La Salle County and a dog in Andrews County
Farms should identify key roles and begin leadership succession planning well ahead of any transitions—expected or unexpected.

LATEST STORIES BY THIS AUTHOR:

The FAO report continues to serve as a key benchmark for global food market conditions, offering insight into how shifting supply and demand dynamics are impacting food systems worldwide.
Brazil Potash CEO Matt Simpson discusses global fertilizer security, the importance of domestic production, and Brazil’s push toward fertilizer independence, which could impact market competitiveness.
President Trump’s appearance in Wisconsin coincides with National Dairy Month, placing additional attention on one of the nation’s leading dairy-producing states.
Agriculture Secretary Brooke Rollins says USDA has been preparing for a New World screwworm outbreak for more than a year as officials expand sterile fly production and containment efforts in Texas.
Markets Analysts and Livestock Experts Say Screwworm Adds Costs for Producers, Not Food Safety Risks
The bovine case was detected in a three-month-old calf in Zavala County, Texas.
Agriculture Shows
How Farms Work is a family-friendly YouTube channel that showcases beef and crop farms located in Southwestern Wisconsin. Equipment operation, techniques, and farming strategies are all first-hand accounts given by Ryan, an Agriculture Business major whose family runs these farms.
Misilla is the host of Learn to Grow and The Crafty Mom on YouTube. A Pacific Northwest mother of four who is passionate about organic gardening, sustainable living, homesteading, and education, her videos and social media posts consist of gardening, outdoor recreation, healthy living, crafts, science experiments, DIY projects, and delicious recipes.
In the first week of each month, “Down Home Virginia,” produced by the Virginia Farm Bureau, airs its half-hour program. Other states’ Farm Bureaus featured on different weeks include Texas, Arkansas, Indiana, Illinois, Tennessee, Idaho, and New York, and news from the American Farm Bureau from Washington, D.C.
Created by former Louisiana Farm Bureau PR Director and former host Regnal Wallace, “This Week in Louisiana Agriculture,” is one of the state’s longest-running TV programs.