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
Higher energy costs ripple through local farm supply chains.
Strong export demand supports barge markets, but weather risks remain.
Policy awareness is becoming part of everyday risk management.
Lynn County 4-H students showcase robotics and STEM skills at the San Antonio Stock Show, highlighting how ag education programs are preparing the next generation in agritech.
Analysts warn the closed U.S.-Mexico border is straining cattle supplies and packing capacity. StoneX and USDA data point to long-term industry shifts.
USDA’s 2026 Food Price Outlook projects food prices rising 3.1%, with higher beef costs and falling egg prices shaping consumer trends.

LATEST STORIES BY THIS AUTHOR:

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.
The Trump Administration’s new rule limiting CDL renewals for immigrant truckers is seeing mixed reactions in agriculture. While some support the change, it is raising concerns about higher freight costs and impacts on U.S. grain export competitiveness.
Farm CPA Paul Neiffer explains the updates to crop insurance subsidies, additional benefits for new farmers, and eligibility considerations for those entering the program.
As the strike at a JBS facility in Colorado continues, the National Right to Work Foundation is encouraging some employees to consider returning to work. The group says not all workers on strike may want to participate and urges those who choose to cross the picket line to resign from their union memberships.
Dr. Jeffrey Gold discuss nutrition challenges in rural communities, barriers to healthy food access, and ways to improve dietary outcomes this week on Rural Health Matters.
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.