Deere & Co. helped mechanize agriculture in 1837 with the first commercially successful steel plow. On Tuesday, the company unveiled a machine that could prove just as transformative: a fully autonomous tractor.

John Deere’s new 8R tractor uses six pairs of stereo cameras and advanced artificial intelligence to perceive its environment and navigate. It can find its way to a field on its own when given a route and coordinates, then plow the soil or sow seeds without instructions, avoiding obstacles as it goes. A farmer can give the machine new orders using a smartphone app.

Some tractors already operate autonomously but only in limited situations—following a route defined by GPS, for example, without the ability to navigate around obstacles. Others feature limited autonomy that still requires a farmer to sit behind the wheel.

“It’s a monumental shift,” says Jahmy Hindman, Deere’s chief technology officer, of the new machine, revealed at the 2022 Consumer Electronics Show in Las Vegas. “I think it’s every bit as big as the transition from horse to tractor.”

Self-driving tractors could help save farmers money and automate work that is threatened by an ongoing agricultural labor shortage. But automating more of farming, and adding AI, may also stir debate around replacing workers as well as ownership and use of the data it generates.

Deere did not say how much the new tractor will cost; its most expensive current models can run up to $800,000. Hindman says the company is exploring several possible models, including a subscription plan.

Autonomy has been creeping into tractors and other farm equipment for decades, with recent advances building upon progress made in robotics and self-driving cars.

The fully autonomous 8R relies on neural network algorithms to make sense of the information streaming into its cameras. Deere has been collecting and annotating the data needed to train these algorithms for several years, Hindman says.

A similar AI approach is being used by companies building self-driving cars. Tesla, for example, gathers data via its cars that is used to hone its Autopilot self-driving system. And while an empty field poses fewer challenges than a busy city intersection, Hindman admits that, as with self-driving cars, the system may have difficulty seeing its surroundings in extreme weather conditions such as snow or rain.

Qin Zhang, director of the Center for Precision & Automated Agricultural Systems at Washington State University, who previously worked on a prototype autonomous tractor with funding from Deere, says the technical issues seem to have been largely solved. But he says some farmers may find the system too expensive or too difficult to program.

Deere has been incorporating more AI and autonomy into its products over the past decade. In August, the company said it had paid $250 million to acquire Bear Flag Robotics, a startup that retrofits tractors to make them more autonomous. In 2017, it paid $305 million to buy Blue River Technology, which makes robots capable of identifying and eliminating unwanted plants using a high-precision blast of herbicide.

The new 8R tractor perhaps signals a bigger shift in Deere’s ambitions. It not only turns the company’s most iconic product into a capable robot; it also provides a virtuous cycle for training new AI algorithms and developing new products.