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Estimated AI Tool Costs (9-Day Sample)
Comparative cost estimation for Claude and Cursor usage based on employee token consumption data.
Primary Sources
Internal Disney docs reveal how employees use AI, from their favorite chatbots to estimated costs
Exclusive Internal Disney docs reveal how employees use AI, from their favorite chatbots to estimated costs By James Faris You're currently following this author! Want to unfollow? Unsubscribe via the link in your email. Stefano Facchin/Alessio Morgese/NurPhoto via Getty Images; picture alliance/Getty Images 2026-04-27T09:20:02.555Z Disney employees are embracing AI, per screenshots of the company's "AI Adoption Dashboard." Some prolific AI users at Disney are using tens of millions of tokens a month. AI analysts say these tech staffers likely aren't breaking the bank, though. Disney employees are enchanted with AI — and a handful of super-users are tapping chatbots tens of thousands of times a month. In recent months, some Disney tech staffers have gained access to an "AI Adoption Dashboard" that shows AI usage across coding tools Cursor and Claude in tokens used and requests made, two tech employees told Business Insider. Similar dashboards have appeared at major companies like Meta and JPMorgan.Screenshots of the dashboard viewed by Business Insider show AI usage by about 4,800 product and tech employees across Disney Entertainment and ESPN in a nine-workday span during mid-April. Disney employed approximately 231,000 worldwide as of September 27.The dashboard is the clearest view yet of Disney's AI usage as CEO Josh D'Amaro takes over for longtime Mouse House leader Bob Iger.A person familiar with the company's strategy said it wasn't trying to incentivize or reward so-called "tokenmaxxing," where software engineers burn through tokens to show productivity. Still, it's human nature for some employees to see the AI usage dashboard as a "leaderboard," as one staffer put it. There are "milestones" for AI users to unlock, including streaks based on how many days in a row they use tools, a screenshot viewed by Business Insider shows.The biggest Claude power user went through 234.2 million tokens after invoking the Anthropic chatbot about 460,600 times over the nine workdays, the dashboard showed. That amounts to more than 51,000 invocations per workday.Product and tech staffers across Disney and ESPN went through 3.1 billion Claude tokens and 13.3 billion Cursor tokens over the nine workdays, according to a dashboard screenshot.Disney's token usage is "in the middle of the bell curve," which is "in the sweet spot" for a company that isn't pure-play tech, said Val Bercovici, the chief AI officer at AI memory storage company WEKA, after being briefe...
Disney introduces internal AI dashboard to track employee usage trends
The Walt Disney Company is expanding its internal use of artificial intelligence (AI) with a new tool that gives employees visibility into how AI is being used across teams. The company has rolled out an “AI Adoption Dashboard” for select technology staff, offering detailed insights into usage patterns of tools such as Cursor and Claude. The dashboard presents data on how many employees are actively using AI, the volume of requests made, and the number of tokens consumed over specific periods. It also highlights top users, effectively creating a ranking system based on activity levels. Some employees have described it as a leaderboard that informally compares AI usage across teams. The visibility has sparked a growing internal trend often referred to as “tokenmaxxing.” This involves engineers pushing for higher usage of AI tools, sometimes making hundreds of requests daily and consuming millions of tokens. While this behaviour reflects growing adoption, it has also raised concerns around efficiency and cost management. The company’s intent, however, appears focused on optimisation rather than competition. The dashboard is designed to help teams better understand and manage AI usage, rather than reward excessive consumption. Managers are encouraging employees to integrate AI more actively into their workflows, signalling a broader cultural shift toward adoption. In some cases, extremely high usage levels have been linked to automated systems or AI agents operating at scale. Employees familiar with the system indicate that usage limits are flexible, with additional capacity provided when required. Disney’s approach reflects a wider industry trend. Companies such as Meta and Visa have also experimented with internal tracking of AI usage as they scale adoption. As leadership continues to refine its AI strategy, internal tools such as this dashboard are becoming central to how organisations measure and manage AI integration.
Disney launches AI adoption dashboard for tech teams tracking usage
Disney just rolled out an AI Adoption Dashboard for its tech teams, letting them see how much they're using AI tools like Cursor and Claude. The dashboard tracks things like active users and tokens spent, turning AI use into a bit of a friendly ...
Disney Employees Have an AI Dashboard to Track the Biggest Power Users - Business Insider
Tracking AI usage has led to a so-called "tokenmaxxing" trend, where software engineers compete with their peers to maximize their AI token usage when using chatbots. However, there's debate in the tech world about whether to incentivize high token usage given the associated costs. A person familiar with Disney's approach to the dashboard said it wasn't designed to incentivize high usage but rather to help employees use resources efficiently and effectively.
