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
The new antitrust agreement between the Department of Justice (DOJ) and the U.S. Department of Agriculture (USDA) aims to enforce antitrust laws and monitor market activity across the ag sector.
Tune in on Wednesday, October 22 —
7:30 PM ET | 6:30 PM CT | 5:30 PM MT | 4:30 PM PT
Large carryover stocks continue to put pressure on commodity prices, creating uncertainty for growers looking to market their grain.
Record crops are increasing grain storage needs, prompting safety experts to remind producers of the risk of grain bin entrapment during harvest.
In a statement provided to RFD-TV News, a USDA spokesperson reiterated President Trump and the USDA’s commitment to farmers in difficult economic times.
Dr. Jeffrey Gold, President of the University of Nebraska, notes that many heart-related conditions can be prevented through lifestyle changes.
Industry leaders say $11 billion in new investments could turn the tide as dairy producers face shrinking margins and growing uncertainty.
Expect firmer shop prices, leaner inventories, and selective hiring in ag-adjacent businesses — plan parts, service, and financing needs earlier.
Alan Bjerga with the National Milk Producers Federation joins us to discuss the idea behind the campaign and why accurate labeling on plant-based beverages matters to both consumers and dairy producers.

LATEST STORIES BY THIS AUTHOR:

USTR Jamieson Greer signals a narrower trade deal with China, adding more market uncertainty. The Farm Bureau also supports reviewing China’s missed trade commitments under the Phase One.
Raulston Acres Christmas Tree Farm in Rock Springs, Ga., has been in the same family for three generations.
Reed Marcum started hosting a toy drive in 2015. Since then, he has distributed thousands of toys across his home state of Oklahoma and in Texas and Arkansas. Now serving in the Army, Reed’s family and local 4-H chapter are running the event.
RFD-TV Farm Legal and Tax Expert Roger McEowen explains the basics of Low-Risk Credit in Farming, and how an understanding of the farm credit landscape lets producers tactfully approach debt.
Mike Steenhoek, with the Soy Transportation Commission, shares his outlook on current grain stocks and transportation lines amid bumper crops filling bins across the United States.
Renewable Fuels Association President & CEO Geoff Cooper explains their call for reciprocal duties on Chinese ag imports after China failed to meet past promises on ethanol production.
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.