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
Regulatory changes may influence farm costs and operations.
Bryan Combs with USDA’s National Agricultural Statistics Service breaks down new farmland data from the TOTAL survey, highlights key findings, and potential impacts for the ag sector. ASFMRA’s David Klein also shares how those trends are reflected in the current farmland market, especially in the Midwest.
APHIS Veterinary Medical Officer Dr. Chelsey Shiveley discusses USDA’s biosecurity resources available to poultry producers ahead of spring migration, increasing the risk of Highly Pathogenic Avian Influenza (HPAI) threatens commercial flocks.
NCBA President Colin Woodall states that misinformation like this is damaging to cattle producers, the beef supply chain, and consumer confidence
Land values remain key to borrowing strength.
Nebraska Farm Bureau President Mark McHargue shares the latest on the wildfires, their impact on agriculture, and the challenges farmers are facing as they navigate both natural disasters and economic uncertainty.

LATEST STORIES BY THIS AUTHOR:

Secretary Rollins is signaling a possible reopening of the southern border to Mexican feeder cattle as officials work to manage the threat of the New World Screwworm.
On this week’s Rural Health Matters, Dr. Jeffrey Gold raises awareness about Parkinson’s disease, shares insights on early detection, and offers guidance for patients and families in rural communities.
Nebraska Farm Bureau President Mark McHargue joined us to discuss wildfire recovery efforts in the state, impacts to agriculture, and conditions heading into the spring planting season.
USDA’s Quarterly Grain Stocks report shows increased supplies across all major commodities, with corn, soybeans, and wheat stocks all rising compared to a year ago. Lewis Williamson with HTS Commodities discusses producer and market sentiment ahead of the key report.
Acre shifts reflect margins, costs, and market opportunities.
SBA Administrator Kelly Loeffler breaks down the Grocery Guarantee Program, its goals for expanding farmer access to capital, and its potential impact on food production and prices.
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.