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
EPA Administrator Scott Mason shares updates on farm equipment regulations, regional accomplishments, and federal efforts supporting agriculture in honor of National Ag Day.
New guidance supports transparency, consumer trust, and American ranchers
USDA Cattle-on-Feed report for March shows slightly lower inventory and higher February placements, signaling a tighter supply but steady outlook for the U.S. cattle herd.
Nebraska Cattle Rancher Joe Van Newkirk shares his firsthand insight on devastating wildfires in the Sandhills, discusses challenges facing ranchers, long-term calf health concerns, and the recovery efforts underway.
Nebraska Cattlemen’s Association President Craig Uden shares the latest on Nebraska wildfire conditions, discusses challenges facing producers, and outlines relief efforts underway.
Ranchers have a lot going on at the moment, but some ‘friendly’ news could be coming with this month’s Cattle-on-Feed Report from the USDA.

LATEST STORIES BY THIS AUTHOR:

Real Ag Radio’s Shaun Haney talks about astronaut Jeremy Hansen’s historic moment in space with NASA’s Artemis II mission, and Hansen’s connection to agriculture as the son of a Canadian farmer.
North Carolina Farmer Trey Braswell joined us to discuss the White House Easter Egg Roll, his company’s continued involvement, and efforts to expand access to eggs nationwide.
Rancher and Americans for Prosperity Director Tyler Lindholm breaks down the Wyoming Food Freedom Act, clarifies licensing questions, and discusses the future of local agriculture in the state.
Farm Bureau Economist Dr. Faith Parum warns farmers to brace for more losses as the war in Iran sends shockwaves through the ag economy and raises input costs even further.
New Nebraska wildfires near containment, but damages still mount for ranchers across the region.
Rising fertilizer costs tied to tariffs are tightening margins for U.S. wheat growers, according to new data from the National Association of Wheat Growers.
Agriculture Shows
Hosted by Scott “The Cow Guy” Shellady and RFD News Markets Specialist Tony St. James, Commodity Talk delivers expert insight into the day’s ag commodity markets just before the CME opens. Only on RFD-TV and Rural Radio SiriusXM Channel 147.
A look at the news, weather and commodities headlines that drove agriculture markets in the past week.
Everything profits from prairie. Soil, air, water — and all kinds of life! Learn how you can improve your land with prairie restoration, cover crops and prairie strips, while growing your bottom line.
Special 3-part series tells the story of the Claas family’s legacy, which changed agriculture forever.