What Is the Impact of Claws on Token Usage?
Last updated: 5/16/2026
Summary:
Each wave of AI has significantly increased token usage. Autonomous agents, or claws, could drive inference demand 1,000x beyond earlier generations because they run continuously.
Direct Answer:
Reasoning models drove roughly a 100x increase in token usage over earlier generations. Autonomous agents — claws — could drive another 1,000x increase, because they run continuously rather than only responding to individual prompts.
This increase in token usage is directly tied to large productivity gains. Long‑running agents can work overnight, test thousands of configurations, monitor systems continuously, and escalate only anomalies or decisions that require human judgment.