Peter Steinberger, the developer behind OpenClaw and a current OpenAI employee, posted a screenshot on Friday showing approximately $20,000 in OpenAI API usage in a single day and roughly $1.3 million in token consumption over 30 days. OpenAI covers the entire bill. Steinberger called the tokens “perks of OpenAI supporting OpenClaw” and confirmed the company does not charge him, according to Business Insider.
What the Spending Covers
The majority of the token consumption goes toward OpenClaw development, according to Steinberger. He described a workflow where AI agents listen to his meetings and begin executing tasks based on what he says, review comments for spam, and handle other automation tasks across dozens of projects visible on his GitHub. “All that automation allows us to run this project extremely lean,” Steinberger wrote on X.
Critics pushed back on the “lean” characterization. Multiple users on X pointed out that $1.3 million per month in token consumption does not fit most definitions of lean operations. Others argued the money could fund engineering salaries instead, as PC Gamer noted.
Tokenmaxxing and the Talent Wars
The disclosure feeds into a broader phenomenon that Business Insider has been tracking: “tokenmaxxing,” the Silicon Valley culture of competitive token spending. OpenAI is one of several companies that reportedly maintain internal token consumption leaderboards, according to a New York Times report from March. Free compute access has become a recruiting tool, with companies offering unlimited API credits as a perk to attract top AI talent.
Steinberger framed his spending as an experiment: “How would we build software in the future if tokens don’t matter?” he wrote. Some commenters on X dismissed the post as marketing. One user wrote, “You shipped nothing.” Steinberger responded, “You seem to have a very particular definition of nothing.”
The Infrastructure Cost Signal
The number may actually understate Steinberger’s total consumption. When asked on X whether the screenshot represented his full usage, he replied, “Yup! At least on this account,” according to Business Insider, implying additional spending on other accounts.
For agent builders without OpenAI employment perks, the $1.3 million figure crystallizes a core tension: the tools that make agent development possible at scale carry infrastructure costs that would bankrupt most startups. OpenClaw, the fastest-growing open-source project in history with over 145,000 GitHub stars, runs on a token budget that exceeds the annual revenue of most seed-stage companies. The question is whether token economics will compress fast enough for the rest of the ecosystem to follow.