Meta Employee Develops AI Token User Leaderboard; Mark Zuckerberg Ranks Outside Top 250

Meta's AI Adoption Revealed Through Briefly Exposed Dashboard

A Meta employee has quietly removed an internal dashboard, known as "Claudeonomics", that ranked staff based on their use of generative AI tools at work. The leaderboard, which was briefly available to the public, provided a glimpse into the extent to which artificial intelligence has become integrated into the company's daily operations. Notably, the dashboard revealed that CEO Mark Zuckerberg did not rank among the top users.

According to Fortune, the Claudeonomics dashboard was independently created by a Meta employee and tracked AI token usage across the company's more than 85,000 employees. Tokens are the basic units of data processed by large language models and are often used as a proxy for how intensively employees rely on AI systems. The internal tool displayed the top 250 token users, awarding playful titles such as "Token Legend" and "Cache Wizard".

The data briefly exposed by the dashboard was striking. Over a 30-day period, Meta employees collectively used more than 60 trillion tokens, with the highest-ranked individual averaging 281 billion tokens in that time frame. At current pricing for Anthropic's Claude Opus model, that single user's activity could have cost Meta more than $1.4 million.

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The leaderboard was taken down just two days after details about it surfaced publicly. A message on the internal site stated that the tool was intended as a fun way to visualise AI usage, but was being shuttered after data from the dashboard was shared externally. Meta told the publication that the employee removed the dashboard voluntarily and that the company did not request its shutdown.

Despite the shutdown of the leaderboard, Meta's emphasis on AI use remains firmly in place. Last year, Meta's chief people officer told employees that "AI-driven impact" would be a core expectation in 2026, and the company revised its performance review system in January to allow top performers to earn bonuses of up to 200 percent.

The dashboard's removal leaves Meta with an official, more limited AI usage dashboard focused on engineering teams.

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