Artificial intelligence adoption inside companies is no longer being treated as optional experimentation. Increasingly, it is becoming something employees are expected to demonstrate in measurable ways.
According to reporting from Business Insider, managers at companies including JPMorgan Chase and The Walt Disney Company are now actively monitoring how workers use AI tools, tracking engagement through dashboards, internal reviews, and routine team check-ins.
The shift reflects growing pressure across corporate America to prove that massive AI investments are translating into real productivity gains. Companies have spent the last two years rolling out tools powered by models from firms like Anthropic and OpenAI, but adoption inside workplaces has been uneven.
A recent report from McKinsey & Company noted that while businesses continue increasing AI spending, “sustained impact on performance is elusive.”
That pressure increasingly appears to be flowing downward through management structures.
Business Insider reported that some managers at Disney have access to internal “AI Adoption Dashboards” showing employee usage of tools like Claude and Cursor. In one example cited by the publication, a manager reportedly contacted an engineer after noticing the employee had used an AI tool only once in 30 days.
The manager asked what was making it “hard to get started” and what could help the worker “use them more regularly,” according to the report.
At JPMorgan Chase, one software engineer told Business Insider that AI discussions now regularly surface during standups and weekly meetings. The engineer said managers increasingly expect teams to show stronger results now that AI tools are available internally.
The push is happening alongside broader restructuring across the tech industry, where executives have increasingly linked AI adoption to leaner operations. Most recently, Coinbase said it would cut 14% of its workforce, citing both artificial intelligence and efforts to reduce management layers.
Even companies reducing middle-management positions still appear to rely heavily on managers to drive AI adoption internally. Rather than disappearing, managerial roles may simply be shifting from supervising workflows to enforcing technological transformation.
Some employees say the impact is already changing how work gets done. One Disney engineer told Business Insider: “I haven’t written any code in months.”
That comment may capture the broader transition underway across parts of the tech industry: AI is no longer just another workplace tool. In some companies, it is quickly becoming part of how employee performance itself is evaluated.
David Adubiina
