Amazon is quietly building software that decides where warehouse workers should go, and it’s running into a problem the company didn’t fully anticipate: the humans still in charge keep ignoring it. According to internal documents and Slack conversations obtained by Business Insider, some managers at Amazon’s fulfillment and sort centers have been overriding the AI recommendations, asking engineers to switch off automated features, and finding quiet workarounds to keep control of their own floors.The stakes are large. Business Insider reports that Amazon plans to expand these labor-management systems across dozens of North American facilities, where they could save hundreds of millions of dollars a year. But the pushback has been sharp enough that Amazon concluded recommendations alone won’t cut it—”without system-enforced guardrails, manual overrides and habits erode even the best science,” the company wrote in one document reviewed by Business Insider.
Why Amazon managers keep overriding the warehouse staffing algorithm
The friction comes down to trust. Amazon uses a mix of machine learning and computer vision to guide staffing calls that supervisors once made on instinct. Tools like DOPLERS calculate staffing plans, while Full Facility Load Balancing suggests where to move labor. They started as advice. Then, per the documents seen by Business Insider, Amazon came to view manager discretion as the obstacle rather than the safeguard.Managers saw it differently. Some told colleagues the software overreacted to a brief slowdown in package volume and recommended cuts that didn’t match real conditions on the floor. One complained that automated changes sent packages looping through the warehouse instead of getting processed, and asked to “disable the system until it gets fixed.” Another put it bluntly in Slack, questioning whether the software understood that a tall, strong worker chases packages better than a much older, much smaller colleague. Business Insider reported that shortly after enforcement launched at one test site, a manager wrote, “Please turn it off now and I will explain.” A product manager replied within minutes that they’d disable it.
Amazon aims to limit how far managers can override the staffing AI
Amazon isn’t backing off. Internal roadmaps reviewed by Business Insider call for tighter controls, including limits on how far managers can stray from the algorithm, with “hard enforcement” named as the 2026 goal. The company’s own success metrics list a reduction in manual staffing interventions.An Amazon spokesperson told Business Insider the technology is only being piloted at a small number of US sites and that managers still make the calls. The quotes, the spokesperson said, came from early planning notes that don’t reflect how the system works now. Still, one line from the documents stands out: “Enforcement is our highest-leverage mechanism and we’re doubling down.”
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