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Starbucks abandons its AI inventory tool after only nine months - Engadget
Looks like manual inventory management is back on the menu, boys. Sometimes, AI helps you fine-tune weather forecasts or improve the lives of people with disabilities. Other times, well, it loses a fight with a bottle of peppermint syrup. That's the situation Starbucks CEO Brian Niccol finds himself in after the coffee chain reportedly told staff that it's scrapping an AI inventory program after only nine months. Starbucks rolled out the "Automated Counting" software to its North American stores in September 2025. Developed in partnership with NomadGo, the AI-powered tool was supposed to speed up inventory tracking. Employees (likely fearing that they were holding their replacements) would use mobile devices to scan items on shelves. The idea was simple: Automate the tedious task of counting milks and syrups, increase accuracy, and optimize the supply chain. Welcome to the AI revolution, baby. A since-deleted September blog post by CTO Deb Hall Lefevre laid on the hype as thick as the whipped cream on a mocha Frappuccino: "With a quick scan using a handheld tablet, partners can instantly see what's in stock -- ensuring cold foam, oat milk, or caramel drizzle are always available," it read. "Customers can enjoy beverages their way, every time -- and partners spend less time in the backroom and more time crafting and connecting." ("Partners" is Starbucks' term for its employees.) Well, things didn't quite turn out that way. Reuters reports that the tool frequently mislabeled and miscounted items. It was known to mix up similar milk types or skip them altogether. The video above, embedded in Starbucks' September blog post, foreshadowed the tool's struggles. The clip inadvertently showed the system missing a bottle of peppermint syrup as a worker scanned the shelf. (Did Starbucks deploy a half-baked AI video editor, too?) So, Starbucks "partners" will now go back to the good ol' days of manually counting inventory. "Beverage components and milk will now be counted the same way you count other inventory categories in your coffeehouse," an internal company newsletter, viewed by Reuters, said. Apparently, workers won't miss it much. "Thanks for discontinuing Automatic Counting!" one employee reportedly wrote in response to the change. "The thought behind it was great, but the execution was proving difficult."
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Starbucks scraps AI inventory tool across North America
NEW YORK, May 21 - Starbucks terminated a worker-facing AI program for automating inventory counts this week, nine months after deploying it across its North American stores, according to an internal newsletter reviewed by Reuters and two people with direct knowledge of the situation. The tool was part of CEO Brian Niccol's efforts to fix the coffee chain's persistent product shortages that he has blamed for hurting sales. "Starting today, Automated Counting will be retired," read an internal company newsletter from Monday that Reuters reviewed and verified with two employees. "Beverage components and milk will now be counted the same way you count other inventory categories in your coffeehouse." The automated counting app - designed to improve Starbucks' visibility into shortages at stores - frequently miscounted and mislabeled items, such as confusing similar milk types or missing them altogether, Reuters reported in February. A video uploaded by Starbucks showed the tool failing to recognize a peppermint syrup bottle on the shelf as it counted adjacent bottles. At the time, Starbucks told Reuters that adoption of the tool had improved product availability in stores - one of Niccol's primary store-level measures of progress in his corporate turnaround campaign. In a statement to Reuters on Thursday, Starbucks said the termination of the program - which covered milk and other beverage products - came from a decision to "standardize how inventory is counted across coffeehouses as we continue to focus on consistency and execution at scale." The coffee chain also said it is working towards more frequent, daily replenishments to stores and continued supply chain improvements. (Reporting by Waylon Cunningham, Edited by Lisa Jucca and David Gaffen)
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Starbucks has abandoned its AI-powered inventory management tool across North American stores just nine months after deployment. The Automated Counting software, developed with NomadGo, frequently miscounted and mislabeled items like milk and syrups. Employees will now return to manual inventory counting as the company focuses on standardizing practices and improving supply chain efficiency.
Starbucks has terminated its AI inventory tool across North American stores, marking an abrupt end to a program that promised to streamline inventory management but failed to deliver on its core promise
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. The coffee chain rolled out the "Automated Counting" software in September 2025, developed in partnership with NomadGo, as part of CEO Brian Niccol's efforts to address persistent product shortages that have hurt sales. Just nine months later, an internal company newsletter informed employees that the program would be retired immediately, with beverage components and milk now counted the same way as other inventory categories2
.Source: Market Screener
The AI-powered inventory management tool was designed to speed up inventory tracking by allowing employees to scan items on shelves using mobile devices. According to a now-deleted September blog post by CTO Deb Hall Lefevre, the system promised that "with a quick scan using a handheld tablet, partners can instantly see what's in stock -- ensuring cold foam, oat milk, or caramel drizzle are always available"
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. However, the reality fell short of expectations. The tool frequently miscounted items and confused similar milk types or missed them altogether2
. A promotional video uploaded by Starbucks inadvertently revealed these struggles, showing the system failing to recognize a peppermint syrup bottle on the shelf while counting adjacent bottles .
Source: Engadget
Starbucks employees will now return to manual inventory counting methods across all product categories. In a statement, Starbucks said the decision to discontinue AI inventory tool came from a need to "standardize how inventory is counted across coffeehouses as we continue to focus on consistency and execution at scale"
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. The company also indicated it is working towards more frequent daily replenishments to stores and continued supply chain improvements. Employee response to the change has been largely positive, with one worker reportedly writing, "Thanks for discontinuing Automatic Counting! The thought behind it was great, but the execution was proving difficult"1
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The failure of the Automated Counting program raises questions about the readiness of AI solutions for complex retail environments where accuracy is critical. Despite Starbucks previously telling Reuters that adoption of the tool had improved product availability in stores, the persistent issues with mislabeled items and miscounted items ultimately outweighed any benefits. For companies watching AI deployment in retail, this serves as a reminder that automation must meet baseline accuracy standards before it can replace established manual processes. As Starbucks pivots to standardize inventory practices while pursuing supply chain efficiency through other means, the industry will be watching whether the company explores alternative technological solutions or doubles down on refined manual systems that workers can execute consistently.
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