Fast food chains rethink AI drive-thrus after viral trolling
Fast-food giants Taco Bell and McDonald's are overhauling their drive-thru AI strategies after embarrassing glitches and pranks, including a viral order of 18,000 cups of water. McDonald's dropped IBM for Google Cloud's voice models, while Taco Bell plans to let human workers take over during rush hours. Why it matters: Even after early setbacks, chains are doubling down on voice AI to relieve overworked staff.

What happens when you order an ice cream cone at a drive-thru and the AI insists on adding bacon? Or worse, a bored customer pulls up to the speaker and orders 18,000 cups of water just to see the machine squirm?
That is not a hypothetical sketch. It is the exact mess McDonald’s and Taco Bell ran into when they first rolled out automated order-taking, according to reports from The Wall Street Journal and Restaurant Business.
Now, fast-food giants are returning to the drive-thru lane with fresh tech, new partners, and a heavy dose of humility.
Firing IBM, hiring Google
Last year, McDonald’s pulled the plug on a two-year automated ordering test run with IBM. The system was prone to awkward glitches, sluggish responses, and an unfortunate habit of adding random menu items that nobody asked for.
Instead of walking away, McDonald’s switched gears and teamed up with Google Cloud. The chain is now using natural language tech powered by Google generative AI models to handle spoken orders, a playbook Wendy’s is also following.
The broader tech landscape is moving in the same direction. Earlier this month, OpenAI rolled out its speech-to-speech gpt-realtime model API, declaring voice as the next dominant computing medium.
Letting humans take over during the rush
Taco Bell took notes from McDonald’s public missteps and is trying a far more cautious setup.
According to The Wall Street Journal, Taco Bell is considering turning the AI completely off during busy lunch and dinner rushes. When a line wraps around the building, human crew members still handle high-stress chaos much better than software.
The plan is to deploy voice AI strictly during slower windows while having human workers actively monitor the audio stream to catch blunders before food hits the bag.
The corporate goal has not changed: chains want to take pressure off workers who are currently juggling the drive-thru window, front counter walk-ins, and a barrage of mobile delivery orders all at once.
Why it matters
Fast-food drive-thrus are the ultimate trial by fire for conversational AI, and stepping back from total automation looks like a very smart retreat.
By turning off AI during peak rushes and keeping humans on standby to catch hallucinations, brands like Taco Bell are treating voice agents as assistive tools rather than immediate worker replacements. We think this pragmatic human-in-the-loop setup is the only way voice bots survive in the wild today.
The real danger is operational overhead. If a drive-thru requires a human employee to babysit every single AI interaction while also waiting to jump in, you might end up doubling the cognitive load on staff rather than easing it.
For anyone running independent restaurants or regional chains, there is zero reason to rush in right now. Let the deep pockets at McDonald's and Google take the hits, solve background noise interference, and figure out how to block the 18,000-cup pranksters first.
Sources (1)
- zdnet.com(opens in a new tab)Originalzdnet.com