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Restaurants & hospitality AI use cases

Evergreen list of Verified and Reported cases.

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This page covers AI in restaurants: drive-thru voice ordering, assistants for store staff, kitchen automation and equipment monitoring.

The AI drive-thru is the most visible use, and chains are split on it. Taco Bell's voice AI ran at more than 500 U.S. drive-thrus, The Verge reported, citing the Wall Street Journal. [1] Taco Bell told the BBC it had processed two million orders successfully, a company claim. A clip of the AI asking a customer who had already ordered a drink what he'd like to drink drew more than 21.5 million views. [2]

Bojangles' AI ordering system, Bo-Linda, runs at 450 of its 880 restaurants, Axios Charlotte reported. [4] White Castle has its system, Julia, at about 40 locations, CBC News reported. [5] Chick-fil-A went the other way: it "will not pursue AI voice ordering in its drive-thru lanes," CNBC reported after interviewing CEO Andrew Cathy. [6]

AI also works behind the counter. Starbucks CEO Brian Niccol said its Green Dot Assist tool for baristas was fully scaled across North American coffeehouses in November 2025. [3]

Each case below covers what was deployed, what it cost where disclosed, and what went wrong.

Sources

  1. Emma Roth, The Verge, “Taco Bell's AI drive-thru plan gets caught up on trolls and glitches,” Aug. 28, 2025. theverge.com
  2. Shiona McCallum, BBC News, “Taco Bell rethinks AI drive-through after man orders 18,000 waters,” Aug. 29, 2025. bbc.com
  3. The Motley Fool, “Starbucks (SBUX) Q1 2026 Earnings Call Transcript,” Jan. 28, 2026. fool.com
  4. Alexandria Sands, Axios Charlotte, “The South has a love-hate relationship with Bojangles' AI robot,” June 7, 2026. axios.com
  5. Nisha Patel, CBC News, “Do you want AI with that? Chatbots could take your next order at the drive-thru,” June 23, 2026. cbc.ca
  6. Amelia Lucas, CNBC, “Chick-fil-A wants to stay a family business even as it expands in the U.S. and abroad,” Oct. 4, 2026. cnbc.com

© 2026 Real World Wire. Written October 28, 2026.

7 cases, newest first.

6 more Approved stories in this industry carry a Vendor claim or Disputed label and are listed on the Restaurants & hospitality hub.