Amazon has officially discontinued KiroRank, its internal leaderboard designed to track the use of generative artificial intelligence tools among its workforce, following reports that employees were prioritizing high rankings over substantive business outcomes. The move, confirmed this week, marks a significant pivot in how the tech giant manages its internal AI integration, signaling a shift away from gamification and toward pragmatic, value-driven application.
The Rise and Fall of Internal Benchmarking
KiroRank was originally introduced as a competitive mechanism to encourage staff to experiment with Amazon’s proprietary AI models. By tracking the number of tokens—a measure of data processed by AI—generated by different departments, leadership hoped to foster a culture of rapid innovation and tool adoption.
However, the initiative faced scrutiny as internal data suggested that employees were increasingly focused on maximizing token counts rather than addressing specific operational challenges. Executives observed that the competitive nature of the leaderboard incentivized
