Legora's tech chief says tokenmaxxing is a 'really stupid way' to encourage AI use
Legora's CTO criticizes "tokenmaxxing," where employees inflate AI usage metrics to appear productive during performance reviews.Summary
Jacob Lauritzen, the CTO of Legora, recently argued on the "20VC" podcast that incentivizing AI use through usage metrics leads to "tokenmaxxing." This practice involves employees intentionally burning through AI tokens just to improve their standing on internal dashboards and performance reviews, rather than achieving actual productivity. Lauritzen suggests that companies should instead use hack days or demonstrations to reward employees for genuine efficiency and output.
The industry is currently seeing a shift from unrestricted AI usage to "token capping" as companies grapple with rising costs. For example, Uber recently implemented monthly spending limits per employee after exceeding its budget, and Amazon reportedly shuttered an internal AI usage dashboard after staff manipulated it to climb leaderboards.
Industry leaders like Cerebras Systems CEO Andrew Feldman have also criticized the practice of providing unlimited tokens, suggesting that companies should prioritize efficiency by using lower-cost, open-source models for simpler tasks rather than overusing expensive, high-end AI tools.
(Source：Business Insider)
