“Tokenmaxxing is real, expensive & it’s spreading”: AI budgets are exploding

Enterprises are seeing AI token bills rise quickly as “tokenmaxxing” turns high usage into a rough proxy for productivity.

Uber said its Claude Code budget was exhausted sooner than expected, raising internal concern about token costs versus headcount.

Lanai launched Token Tuner to track token spend by workflow, model choice, and business value delivered.

The push is shifting attention from raw token volume to “outcomemaxxing” and measurable productivity gains.