Token Maxxing or Token Maxing is a metric used in an attempt to track productivity in the workplace especially for those using Artificial Intelligence (AI) based services. AI services charge for each token which represent units of effort expended by an AI service to solve a problem. Some believe that token consumption equates to productivity and thus can be used as a metric to monitor an employee's work
Uber's COO Says It's Getting Harder to Justify the Money Spent on AI - Business Insider
Uber’s Chief Operating Officer, Andrew Macdonald, stated that it is becoming increasingly difficult to justify the company's massive financial investments in AI.
Key Takeaways
Budget Overruns: Uber’s CTO, Praveen Neppalli Naga, revealed that the company had already completely drained its Claude Code budget for the entire year of 2026 by April.
Diminishing Returns: Macdonald noted that a massive increase in AI "token" consumption has not translated into a proportional increase in useful features for consumers.
Business Trade-offs: Because drawing a direct line between AI costs and tangible business value is difficult, Uber has recently slowed down hiring to offset these heavy AI investments.
The "Tokenmaxxing" Trend: While many tech companies are pushing employees to maximize AI use, others (like Duolingo) are also starting to scale back after realizing that forcing AI adoption doesn't always improve actual outcomes.
I rant for 9 minutes about company stupidity - YouTube by MaxS
This video critiques the trend of "token maxing," where companies incentivize employees to use as many AI tokens as possible in hopes of higher productivity. The creator argues this is a misguided approach because it ignores code quality, lacks human oversight, and is often financially unsustainable, as evidenced by companies like Uber burning through AI budgets prematurely.
Ultimately, the video emphasizes that AI should be used as a helpful tool to augment developers rather than as a replacement for human judgment, experience, and deep codebase understanding. Large tech companies are already beginning to scale back these "token-heavy" incentives as they realize the hidden costs and diminished returns of mindless AI usage.
