McDonald's AI push faces caution as restaurant leaders warn of limits

More AI is not the same as less labor stress on a McDonald’s shift. At the National Restaurant Association Show in Chicago, restaurant technology leaders warned operators not to chase AI just because it is fashionable, arguing that the technology still has hard limits on use cases, reliability, applicability and economics.

That caution lands squarely on the McDonald’s floor, where a tool that looks smart in a demo can turn into another problem during a lunch rush. For crew members and shift managers, the real test is not whether a system sounds advanced. It is whether it helps with the jobs that actually break shifts down, from drive-thru accuracy to onboarding new hires and coordinating peak-hour orders without slowing the line.

McDonald’s has spent years building its own digital backbone. The company said in August 2025 that Restaurant Platform Edge, developed with Google, was already live in hundreds of U.S. restaurants and was meant to power AI and IoT-enabled kitchens. McDonald’s has also said its “Digitizing the Arches” strategy is a once-in-a-generation transformation, and it has kept adding new pieces around that core, including a Restaurant Experience Team in 2025.

But the company’s scale is exactly why the limits matter. McDonald’s said in its 2024 annual report that it had more than two million employees and crew, more than 44,000 locations and over 175 million 90-day active loyalty users across 60 markets. By February 2026, it said loyalty users had grown to nearly 210 million across 70 markets by the end of 2025, while global systemwide sales topped $130 billion in 2024. At that size, even a small tech mistake can ripple across labor, throughput and guest experience.

The skepticism is not abstract. McDonald’s and IBM announced a partnership in October 2021 to accelerate automated order-taking technology, but by June 2024 McDonald’s said it would end the IBM AI drive-thru test in more than 100 restaurants and remove the system by July 26, 2024. That history matters for franchise operators deciding where to spend scarce capital and for restaurant leaders trying to decide which problems need software and which still need better staffing, training and coaching.

McDonald’s is still betting heavily on technology. In 2023, it announced a strategic partnership with Google Cloud to use cloud, data and AI across restaurants and employee systems, and it opened Speedee Labs in Chicago, a 21,000-square-foot innovation hub focused on menu, equipment, process and AI improvements. The message from Chicago’s restaurant tech crowd was not that AI is over. It was that the best systems will make work smoother, not simply shift the strain onto the people closest to the register and the fry station.