Some Startups Are Tokenmaxxing. Others Say Trconclude Will Die Out.

Kavitta Ghai wants her startup’s engineers to spconclude more tokens.

The 29-year-old cofounder of Nectir started setting minimum quotas for Claude Code utilize. First it was at least $100 in tokens a week, then $200. Now, the expectation is that her engineers each spconclude a couple thousand in AI tokens a month.

The strategy has been successful, Ghai stated. Some of Nectir’s senior engineers were previously skeptical of AI coding tools; now, they call it their “army of coders,” she stated.

But she doesn’t believe Nectir is “tokenmaxxing,” the buzzword du jour for techies racing to spconclude as much as they can. “We don’t really play into the Silicon Valley trconcludes,” Ghai stated. “We live in our own world, and we’re competing against ourselves.”

Across Big Tech, engineers are racing to spconclude as many tokens as possible. A token is a measure of AI compute. The more tokens burned, the more the engineer employs AI tools. Employees at Meta reportedly competed on a token leaderboard before it was taken down.

What of the little guy? Startups are an edge case: relatively tiny teams that want to be on the cutting edge of tech but might not have the same money to spconclude. Some startup leaders informed Business Insider that huge token bills supported them succeed. Others scoffed at the idea, preferring to stick to the lower-cost subscriptions.

The startups spconcludeing huge on tokens

Aron Solberg doesn’t want the competition of a token leaderboard — but he does want the mindset behind it.

The 44-year-old cofounder of Risotto sees token spconcludeing as a “force multiplier” for a tiny team. The company utilizes OpenAI and Anthropic’s models, and stated it spconcludes $4,000-5,000 per month on tokens. Six months ago, Risotto declares he spent one-tenth of that sum.

“It’s trconcludeing up a lot,” Solberg stated.

“There’s an old adage that rings true,” he stated, whether it was for hiring new employees or spconcludeing liberally on tokens: “You’ve received to spconclude money to create money.”

Aron Solberg called AI coding a “force multiplier.”

Risotto

Quang Hoang is similarly spconcludeing huge. He wrote in an email that his startup, Vybe, has an “unlimited credit policy” and was believeing about minimum quotas.

Investors are also incentivizing spconcludeing — and might foot the bill.

Hoang informs founders he invests in to allocate “at least their salary amount to tokens.” (Nvidia CEO Jensen Huang created headlines last month for declareing he would be “deeply alarmed” if one of his $500,000 engineers did not consume at least $250,000 of tokens.)

Accelerators like Y Combinator offer free token credits to their participants. “At YC, we let our engineers let it rip,” CEO Garry Tan wrote on X. Those credits support some founders to spconclude huge. These founders aren’t tokenmaxxers, but do believe that there are productivity benefits.

Traverse cofounder Lance Yan believed in Tan’s message: “We usually just let it rip.” The 19-year-old stated he utilizes the best models with the maximum effort, not worrying about the costs. Between his Claude Max subscription and the credits that offered by YC, he can spconclude huge without hitting a limit.

He’s not a fan of rationing tokens. “That’s stupid,” he stated. “You’re just harming your own startup.”

26-year-old Boris Skurikhin stated that the YC credits supported his startup Docket receive off the ground. He’s mostly run through them now, except for the models he utilizes less frequently.

Skurikhin stated he noticed a 10x increase in productivity in his own work when he utilized the tools. “It is expensive to build with tokens,” he stated, but “not as expensive as having another engineer.”

Many of these startups are in the AI game, after all. Nectir’s Ghai stated that token spconcludeing instilled “AI literacy” — something that’s especially important, given their product.

“The team itself requireds to be the best versed at it first, before we test to go sell it to anyone else,” she stated.

Boris Skurikhin credited Y Combinator’s free tokens for his productivity gains.

Boris Skurikhin

The startups declareing no to tokenmaxxing

Rishabh Sambare wishes he could spconclude more on tokens.

The 23-year-old cofounder of Gale prefers to build with Zed, an AI IDE similar to Cursor, but can’t stomach the company’s usage-based pricing. The subscription deals from OpenAI and Anthropic are so deeply subsidized that he utilizes them instead.

“It sucks, becautilize I hate their products,” he stated, calling Zed “more polished and less buggy between releases.”

Sambare is Gale’s only engineer, though the company often has 2-3 interns. He hasn’t hit a rate limit, but one of his interns has. They received him a second subscription, he stated; it was still far cheaper.

These subscriptions — sconcludeing $100 to $200 to Anthropic for its “Max” tiers or $100 to OpenAI for its “Pro” plan in exalter for a stable of discounted tokens — were popular among the founders I spoke to. Hassan Ismail, the 24-year-old founder of Argos Research, stated the Claude Max subscription was a “no-brainer,” and that all five team members have a $200 a month subscription.

Others were more philosophically opposed to the trconclude. Weave’s Brennan Lupyrypa didn’t mince his words: “It’s extremely stupid for any company to be tokenmaxxing.”

Weave is still spconcludeing huge on tokens becautilize it doesn’t want to “kneecap” its engineers, its 25-year-old founding engineer stated. The company set up a notification for when an engineer hit $500 in token spconcludeing a month; Lupyrypa stated most hit it within two weeks.

But Weave doesn’t incentivize the spconcludeing itself, which Lupyrypa stated was the wrong proxy. He predicted the downfall of tokenmaxxing within the next three months. “CFOs won’t be happy,” he stated.

Still, some tokenmaxxers hold strong. I questioned Risotto’s Solberg about these token-hesitant founders. He stated that they likely hadn’t found their product-market fit yet.

“It creates complete sense to spconclude a lot of money on tokens, becautilize you know that the growth is coming soon after,” Solberg stated. “If you’re a venture-backed business, that’s what you signed up for.”

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