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Tech9h ago82% confidenceConfidence 82% — the share of independent, credible sources corroborating the core facts.

Tech Executives Push Back Against 'Tokenmaxxing' as AI ROI Questioned

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Replit's AI chief Michele Catasta criticized companies using leaderboards to rank employees by AI token consumption, calling the practice "very dystopian" and irresponsible. Major tech firms including Amazon and Uber have begun questioning whether maximizing AI usage translates to actual productivity gains. The backlash reflects growing skepticism about using token consumption as a meaningful performance metric.

Speaking at Web Summit Rio, Michele Catasta, president and head of AI at Replit, criticized the trend of companies creating internal leaderboards where employees compete based on how many AI tokens they consume. He argued that token usage is not proportional to actual business impact and compared excessive AI consumption to wasteful energy use. The criticism comes as major technology companies reassess their AI spending: Amazon recently scrapped its internal AI-use leaderboard, Uber's COO reported seeing no proportional productivity gains from increased AI costs, and BNP Paribas's chief AI officer dismissed the practice as a "vanity metric." Catasta warned that tokenmaxxing encourages wasteful behavior with broader environmental and capacity implications for other companies building on shared AI infrastructure.

What different sources said

  • As companies rethink AI ROI, Replit's AI chief calls token leaderboards 'very dystopian'

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