From BigGo Finance · BigGo Finance · · 1m 20s
Amazon Engineers Stop Chasing AI Token Counts
Amazon tells engineers to stop measuring productivity in AI tokens after internal token leaderboard was abused.
In brief
Amazon tells engineers to stop measuring productivity in AI tokens after internal token leaderboard was abused. Amazon updated engineering guidelines to stop engineers from chasing AI token counts as token usage metrics can backfire. Originally reported by BigGo Finance.
Amazon updates engineering guidelines

Amazon published updated engineering guidelines declaring tokenmaxxing a deeply flawed practice.
Tokenmaxxing defined
Tokenmaxxing is maximizing AI usage to appear productive but invites unnecessary complexity and higher compute bills.
Internal token leaderboard shut
Amazon shut an internal token leaderboard in May after employees inflated token counts with an ai agent.
Engineers judged on outcomes

Engineers should be judged on long-term business outcomes rather than token consumption or tool adoption rates.
Terk Terkowitz's view
Terk Terkowitz says ai is changing software development faster than cloud computing and engineers should focus on customer impact.
AI tool usage guidance
If work does not benefit from ai tools, that is a finding not a failing showing good judgment.
Manager responsibilities
Managers must examine both top and bottom 10% of ai users to understand adoption effectiveness.
Industry context
Uber burned through 2026 budget for claude code by april and ai token costs are rising across companies.
The big picture
Amazon updated engineering guidelines to stop engineers from chasing AI token counts as token usage metrics can backfire.





