Sign logo closeup for Starbucks coffee shop isolated on wall in Florida and text for drive thru through for convenience

Starbucks to Test AI for Personalized Drive-Thru Ordering

November 3, 2026 Rachel Kim – Technology Editor Technology

Starbucks Outlines Drive-Thru AI Testing Plan for Fiscal 2027

Starbucks plans to begin testing background artificial intelligence models for drive-thru ordering during fiscal year 2027, which ends September 28, 2027, according to comments made by CEO Brian Niccol on an earnings call covered by cnet.com. The initiative aims to recognize repeat customers as they approach, input orders more efficiently, and present personalized digital menus.

    The Tech TL;DR:

  • Starbucks will test drive-thru AI models during fiscal year 2027 to log orders and recognize regular patrons.
  • Methods under consideration for customer identification include mobile app detection, license plate reading, and facial recognition.
  • The proposal has drawn sharp public criticism from labor organizations and skepticism from academic researchers regarding voice recognition accuracy and privacy.

Customer Recognition Methods Remain Unspecified

While the company intends to test automated systems to identify repeat visitors, the exact underlying technology has not been finalized. According to cnet.com, potential identification methods include facial recognition, license plate reading, or mobile app detection. geekwire.com reported that Niccol clarified in a subsequent interview that the experience could rely on the Starbucks app recognizing a user upon arrival, allowing a barista to confirm a previous order.

Geekwire.com noted that alternative identification mechanisms could involve geofencing or short-range Bluetooth transmitters located near the order board. In an email to cnet.com, a Starbucks representative did not confirm which specific hardware or software protocols would be deployed.

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Background Models Versus Voice Bots

Unlike fast-food chains that deploy autonomous bots to converse directly with patrons at ordering kiosks, Starbucks intends to keep human baristas speaking to customers. Cnet.com reported that the background AI models are designed to input orders accurately while employees interact directly with buyers. The company currently utilizes internal software tools such as Green Dot Assist for recipe lookups and Smart Queue for order sequencing.

Other major chains have experienced operational friction with automated ordering systems. Geekwire.com and cnet.com noted that McDonald’s ended its automated drive-thru experiment with IBM in 2024 due to difficulties processing diverse accents and dialects, though McDonald’s subsequently launched a new test with an AI bot named Archy. Wendy’s expanded automated ordering nationwide using Google Cloud technology.

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Technical and Labor Concerns Raised by Researchers and Unions

Academic researchers point to persistent technical limitations in voice-driven customer service systems. Uttara M. Ananthakrishnan told cnet.com that AI models often struggle with non-native speakers, international accents, and ambient noise from vehicles and weather. Ananthakrishnan noted that recognition failures could carry health implications if dietary restrictions, such as nut allergies, are misinterpreted by automated transcriptions.

Labor relations surrounding the coffee chain remain strained. Cnet.com reported that workers have formed unions at nearly 700 stores since late 2021, and Starbucks Workers United announced an open-ended national consumer boycott against corporate-owned locations in August. Union representatives criticized corporate technology expenditures while labor disputes and staffing cuts continued.

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