Starbucks Scraps AI Inventory Tool After Nine Months of Miscounts and Mislabeled Milk
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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
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Starbucks pulls its AI inventory tool nine months in, after it kept confusing the milks
The chain is reverting to manual counts across North America, ending one of CEO Brian Niccol's more visible technology bets and adding another data point to the file marked "enterprise AI pilots that did not survive contact with the real store." Starbucks has retired the AI-powered inventory tool
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Starbucks Abandons Borked AI Inventory Tool That Couldn't Count: Report
Starbucks has stopped using an AI-powered inventory tool after just nine months because it made the most basic of errors, according to a report from Reuters. The news comes after other AI tools have reportedly made serious mistakes, such as the case of a Pizza Hut franchisee who sued the pizza
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Starbucks kills AI manager tool because it wasn't doing as good a job as a human
The system reportedly struggled with miscounts, mislabeled products, and store-level execution issues. For the last two years, tech companies have aggressively pushed the idea that AI is ready to replace huge chunks of repetitive human work. Meanwhile, Starbucks just discovered that accurately
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Starbucks Scraps Disastrous AI Tool
Can't-miss innovations from the bleeding edge of science and tech Hold onto your pumpkin spice lattes, because Starbucks is canning its AI tool after it turned out to be a total disaster, Reuters reports, less than year after it debuted. The tool, which was deployed across its North American
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Starbucks abandons AI stock-counting tool after nine months
Starbucks will discontinue its AI inventory management program after nine months of operation. The "Automated Counting" software, launched in September 2025 for North American stores, was intended to enhance inventory tracking efficiency. The program, developed in collaboration with NomadGo,
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Starbucks Scraps AI Inventory Tool That Miscounted Items, Made Errors
NEW YORK, May 21 - Starbucks terminated an AI program workers used for automating certain 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
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Starbucks Dumps AI-Powered Inventory Tool Due to Counting Errors | PYMNTS.com
By completing this form, you agree to receive marketing communications from PYMNTS and to the sharing of your information with our sponsor, if applicable, in accordance with our Privacy Policy and Terms and Conditions. The coffeehouse chain deployed the Automated Counting app across its North
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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
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AI got fired from its job? This coffee brand now heading back to humans for its operations
Staff had to recheck counts manually, adding more work instead of saving time. Technology leaders around the globe continue to say AI will improve productivity and create new opportunities, while many believe that AI will take away their jobs. However, recent events at Starbucks tell a different
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Starbucks has retired its AI-powered inventory management tool just nine months after rolling it out across North American stores. The system, developed by NomadGo, frequently miscounted and mislabeled items, confusing similar milk types and missing products entirely. Employees are now returning to manual inventory counting, marking another high-profile setback for enterprise AI adoption.
Starbucks Abandons AI-Powered Inventory Management Tool After Brief Rollout
Starbucks has officially retired its AI inventory tool across North America just nine months after deployment, according to internal company communications reviewed by Reuters
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. The coffee chain rolled out the "Automated Counting" software to its stores in September 2025, but the system struggled with basic accuracy issues that ultimately led to its discontinuation3
."Starting today, Automated Counting will be retired," an internal Starbucks newsletter from Monday stated. "Beverage components and milk will now be counted the same way you count other inventory categories in your coffeehouse"
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. The decision marks a significant reversal for CEO Brian Niccol, who championed the technology as part of his "Back to Starbucks" turnaround strategy aimed at addressing persistent inventory shortages that had been blamed for lost sales4
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Source: HuffPost
How the AI Implementation Challenges Unfolded
Developed in partnership with Seattle-based NomadGo, the AI-powered inventory management tool used tablet-mounted cameras and LiDAR technology to scan shelves stocked with syrups, milks, and other beverage components
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. NomadGo CEO David Greschler described it as a "unique synthesis of on-device 3D spatial intelligence, computer vision, and augmented reality," claiming 99% accuracy [3](https://gizmodo.com/starbucks-abando ns-borked-ai-inventory-tool-that-couldnt-count-report-2000762252).The reality proved far different. The tool frequently miscounted items and mislabeled products, particularly struggling to distinguish between similar-looking items such as oat milk and dairy
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. In an embarrassing preview of the AI tool failure to come, a promotional video Starbucks released at launch inadvertently showed the system missing a bottle of peppermint syrup sitting directly on the shelf as it counted adjacent bottles1
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Source: Engadget
Enterprise AI Pilots Face Growing Scrutiny
The timing of this decision to discontinue AI tool carries broader implications for the enterprise AI sector. Research from MIT's NANDA initiative found that 95% of enterprise generative-AI pilots delivered no measurable impact on financial performance, despite approximately $30 to $40 billion in spending, with only 5% reaching production
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. While Starbucks' Automated Counting system wasn't generative AI, the pattern of failure follows a familiar trajectory: deeply integrated, store-level workflows proved harder to automate reliably than demonstrations suggested2
.Inventory management was supposed to represent the straightforward application of AI to repetitive tasks. Four Starbucks CEOs over five years have attributed lost sales to the company's struggle to maintain reliable stock levels. In early 2024, fewer than one-third of deliveries to Starbucks distribution centers arrived on time and in full
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. The automated system was meant to provide the live store-level visibility the chain had been missing.Employee response to the change has been notably positive. "Thanks for discontinuing Automatic Counting!" one worker wrote in response to the announcement. "The thought behind it was great, but the execution was proving difficult"
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Manual Inventory Counting Returns as Starbucks Refocuses Strategy
Starbucks framed the decision as a standardization effort rather than an admission of failure. The company told Reuters it made "a decision to standardize how inventory is counted across coffeehouses as we continue to focus on consistency and execution at scale," adding that it is moving toward more frequent daily replenishments and continued supply chain improvements
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.The coffee retailer continues to invest in other AI initiatives despite this setback. The company operates Green Dot Assist, a virtual assistant designed to help baristas remember ingredients for seasonal beverages, and Smart Queue, which sequences orders across café, drive-thru, mobile, and delivery channels [3](https://gizmodo.com/starbucks-abando ns-borked-ai-inventory-tool-that-couldnt-count-report-2000762252). Last month, Starbucks also launched a ChatGPT-powered app that provides drink recommendations to customers
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Source: Digit
The restaurant industry more broadly has struggled with AI adoption. Earlier this week, one of Pizza Hut's largest franchisees sued the chain over mandatory deployment of an AI-powered kitchen management system, alleging it dramatically slowed delivery times and caused over $100 million in losses
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. NomadGo told Reuters it is "continuously learning from customer and user feedback" to improve its products3
.The financial backdrop adds complexity to the decision. Starbucks posted its strongest quarterly sales growth in two and a half years last month, with stock up 24% so far in 2026. However, operating margins in North America have fallen to 9.9%, down from 18% two years earlier
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. The question now is whether daily replenishments and human involvement in manual inventory counting can accomplish what the algorithm could not.References
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