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
Trinity Barth and Liliann Tjaden-Duff joined us on Market Day Report to express their concerns about the future of the program that has, for 50 years, given students of all backgrounds a path to agriculture careers.
Agricultural irrigation return flow exemption and “Maui factors” are the topics of today’s Firm to Farm blog post by RFD-TV ag tax and legal expert Roger McEowen with Kansas’ Washburn School of Law.
Ag Secretary Brooke Rollins told RFD-TV’s Kirbe Schnoor what steps the Administration might take to alleviate water issues (i.e. enlarging dams, building more reservoirs).
Here are the top agriculture news headlines from RFD-TV News today (Thursday, Feb. 27, 2025) and the top trending stories on RFD-TV News.
RFD-TV Ag Law & Tax Expert Roger McEowen outlines the top ten agricultural law and taxation topics from 2024 that will impact farmers and ranchers the most in 2025.
“If you’re passionate about agriculture, digital agriculture, robotics, and AI, I would say Nebraska is the place to be.”

LATEST STORIES BY THIS AUTHOR:

George Baird, with the American Society of Farm Managers and Rural Appraisers (ASFMRA), joins us with updates on how this year’s rice harvest is shaping up.
Market analyst Kevin Huddleston said news of trade deals could rebound cotton prices in late fall, and producers need to be ready to strike deals.
Shaun Haney, host of RealAg Radio, joined us to break down the latest data on Canadian farmland values and share insights on how it impacts producers.
Lewis Williamson, from HTS Commodities, joined us to share insights on the farm economy from producers in the field.
Key signs of the U.S. beef herd’s recovery are improved pasture conditions, lower feed costs, and increased regulatory alignment and support for producers to implement targeted grazing practices.
Dr. Mark Svoboda with the National Drought Mitigation Center discusses a new global drought report and resources to help operations increase drought resilience.
Agriculture Shows
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.
The goal of “Where the Food Comes From” is as simple as its name implies — host Chip Carter takes you along on the journey of where our food comes from — and we don’t just mean to the supermarket (though that’s part of the big picture!). But beyond where it comes from, how it gets there, and all the links in the chain that make that happen.
Join markets specialist Scott Shellady, better known as the Cow Guy, as he covers the market-close, breaking down headlines that drive the commodities and equities markets with commentary from respected industry heavyweights.