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Amazon Is the Latest Tech Giant to Face the Consequences of AI 'Tokenmaxxing'

Amazon said the dashboard was informal and not approved as it moved to curb AI use for cost control and productivity gains.

  • Amazon confirmed it deprecated KiroRank, an internal leaderboard that tracked employee AI usage, stating the informal tracker created by employees "was never intended to promote the use of AI for usage's sake."
  • The company is moving away from "tokenmaxxing," a Silicon Valley trend of measuring AI productivity by volume, while the tech giant tracks Token usage to measure costs rather than encourage usage-based productivity metrics.
  • Earlier this week, Amazon senior vice president Dave Treadwell advised staff to "don't use AI just for the sake of using AI," urging teams to "Use AI to help you solve customer problems" and drive innovation.
  • Beyond Amazon, Uber COO Andrew Macdonald recently noted the rideshare giant was not seeing productivity gains in line with increased AI spending, after Uber CTO Praveen Neppalli Naga exhausted its Claude Code budget by April.
  • The Financial Times reported that major companies are pivoting from a culture of free-wheeling AI spending, addressing concerns about ballooning AI budgets that lack returns to justify continued investment in raw usage metrics.
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unsafe.sh broke the news on Friday, May 29, 2026.
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