Tech Employees Are Reportedly Being Evaluated by How Fast They Burn Through LLM Tokens

Tech Employees Are Reportedly Being Evaluated by How Fast They Burn Through LLM Tokens

Gizmodo business

Key Points:

  • Employees at companies like Meta and OpenAI compete on internal leaderboards tracking how many AI tokens they consume, with usage volume influencing performance evaluations and rewards.
  • The trend, dubbed "tokenmaxxing," involves massive token consumption, exemplified by an OpenAI engineer using 210 billion tokens—equivalent to 33 Wikipedias—and some companies spending more on tokens than employee salaries.
  • This surge in token usage is partly driven by agentic AI platforms like OpenClaw, which have prompted shifts from OpenAI's GPT models to alternatives like Claude, with OpenAI hiring OpenClaw's creator to stay competitive.
  • Claude Code is evolving to support more flexible, on-the-go AI interactions, including new mobile features symbolized

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