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
Merck’s Gary Tiller discusses new virtual fencing technology and how fence-free livestock management could change the way ranchers manage land and cattle.
Dr. Peter Beetham, interim CEO of Cibus, joined us to discuss the status of EU gene-editing deregulation and its potential implications for agriculture.
Danny Munch of the American Farm Bureau joined us to discuss USDA’s latest farm income forecast, revisions to prior estimates, and what the updated data means for farmers heading into 2026.
HHS Secretary Robert Kennedy calls on cattle producers to retain breeding cows while Ivomec receives emergency authorization to prevent New World screwworm.
SharkFarmer host Rob Sharkey takes us on a tour of the John Deere showcase on the trade show floor of CattleCon 2026 in Nashville.
Ranchbot Monitoring Solutions provides remote water-monitoring technology to help ranchers manage livestock water more efficiently.
Jones Hamilton Company shares insights on herd health, efficiency, and innovation for cattle producers this year at NCBA CattleCon in Nashville.
The House Agriculture Committee is set to debate a new, “skinny” Farm Bill at the end of February, according to a release from Committee Chairman Rep. Glenn “GT” Thompson.
Regulatory uncertainty could slow the growth of fiber and grain hemp unless implementation is delayed.

LATEST STORIES BY THIS AUTHOR:

At CattleCon 2026 in Nashville, RealAg Radio’s Shaun Haney discusses profitability, consumer demand, and how the integrated U.S.–Canada beef supply chain impacts cattle producers across North America.
Texas cowboy chef and host of RFD Network’s Twisted Skillet, Sean Koehler, shares an elote-style street corn dip just in time for Super Bowl Sunday. This skillet-cooked corn dish combines open-fire cooking and bold regional flavors for a delicious twist on Mexican Street Corn.
The USDA’s February WASDE report looms as the CME Ag Economy Barometer shows declining farmer confidence, and more ag industry groups calling for swift policy action.
San Angelo Stock Show & Rodeo Association’s Trenton Priddy preview this year’s event, which is now streaming on RFD+
Twisted Skillet’s Cantina Peanuts are a crispy bar snack made with raw Spanish peanuts, fried up with garlic, chile de árbol, and crunchy tortilla bits, creating a classic, savory Mexican “botana” or appetizer.
Lewis Williamson with HTS Commodities discusses current farmer sentiment, trade considerations, and the market factors shaping the outlook for the upcoming planting season.
Agriculture Shows
Special 3-part series tells the story of the Claas family’s legacy, which changed agriculture forever.
From soil to harvest. Top Crop is an all-new series about four of the best farmers in the world—Dan Luepkes, of Oregan, Illinois; Cory Atley, of Cedarville, Ohio; Shelby Fite, of Jackson Center, Ohio; Russell Hedrick, of Hickory, North Carolina—reveals what it takes for them to make a profitable crop. It all starts with good soil, patience, and a strong planter setup.
Champions of Rural America is a half-hour dive into the legislative priorities for Rural America. Join us as we interview members of the Congressional Western Caucus to learn about efforts in Washington to preserve agriculture and tackles the most important topics in the ag industry on Champions of Rural America!
Featuring members of Congress, federal and state officials, ag and food leaders, farmers, and roundtable panelists for debates and discussions.