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Meta shuts down AI token leaderboard after data leak

Thursday 09 April 2026 - 09:40
By: Dakir Madiha
Meta shuts down AI token leaderboard after data leak

Meta has dismantled an internal leaderboard tracking AI token usage among employees, days after The Information exposed it. Created by staff and dubbed "Claudeonomics," the ranking was replaced with a notice citing concerns over internal data shared externally. The move followed a report by Jyoti Mann detailing the system's rapid shutdown.

The leaderboard gamified AI use on Meta's intranet, ranking the top 250 "super users" out of 85,000 employees. It featured badges like bronze, silver, gold, platinum, and jade, plus titles such as "Token Legend," "Cache Wizard," and "Session Immortal." Over 30 days, it logged over 60 trillion tokens, with the top user averaging 281 billion—potentially millions in costs based on public rates.

The name blended Anthropic's Claude model with "economics," reflecting a volunteer effort to boost engagement. At Anthropic's Claude Opus 4.6 rates of about $15 per million tokens, 60 trillion tokens equate to roughly $900 million at list price, though Meta's negotiated costs remain undisclosed.

The system tapped into Silicon Valley's "tokenmaxxing" culture, treating token spend as a productivity metric. Meta CTO Andrew Bosworth noted in February that top engineers burning salary-equivalent tokens can achieve tenfold output. Critics argue consumption measures input, not output—employees allegedly idled AI agents to inflate rankings without real work.

Meta still offers token dashboards for software engineers and tools for other staff. The closure highlights tensions between pushing AI adoption and safeguarding internal metrics from public scrutiny.

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