Andrej Karpathy told the No Priors podcast he feels "nervous when I have subscription left over." The former OpenAI researcher and Tesla AI lead treats unused tokens the way a PhD student treats idle GPUs: as waste. Jensen Huang, speaking on the All-In Podcast the same week, said any $500,000 engineer not consuming at least $250,000 in tokens should leave him "deeply alarmed."

Both men assume you know what you're consuming. You don't.

Neither ChatGPT nor Claude nor Gemini provides a real usage dashboard for paying subscribers. OpenAI shows you a message limit only after you've hit it. Anthropic's usage page displays rounded percentages buried in account settings. Google's Gemini offers subscribers minimal consumption visibility. You pay $20 to $200 every month for frontier AI models, and the companies selling you that access won't tell you how much of it you've used.

The result: more than 30 third-party tools now exist to do what a single progress bar could accomplish. That cottage industry is the tell.

Vibe Coding
Marcus Schuler

Marcus Schuler

San Francisco

Senior broadcast journalist and former ARD correspondent for Europe's largest public broadcaster. Covering the tech industry from San Francisco for 10+ years. Founded implicator.ai for independent, rigorous AI reporting. E-mail: [email protected]