Reid Hoffman weighs in on the ‘tokenmaxxing’ debate

1 day ago 1
Image Credits:Semafor

6:06 AM PDT · April 15, 2026

Days aft Meta shut down its interior “tokenmaxxing” dashboard pursuing quality of the AI leaderboard leaking to the press, LinkedIn co-founder and task capitalist Reid Hoffman came retired successful enactment of the conception that’s precocious taken Silicon Valley by storm.

An AI token is simply a tiny chunk of information that an AI exemplary processes erstwhile it’s trying to recognize a punctual and make a response. It’s besides the portion that’s utilized to measurement AI usage and find however overmuch AI services cost.

As a result, galore companies person begun internally tracking which employees are utilizing the astir tokens arsenic a proxy for knowing those who are much readily embracing AI tools. They’re calling this conception “tokenmaxxing” — the “maxxing” being Gen Z lingo for optimizing something, arsenic you whitethorn person heard successful different slang, similar “looksmaxxing” oregon “sleepmaxxing.”

However, engineers astatine tech companies person been arguing whether oregon not this metric is simply a viable measurement of productivity successful the workplace, arsenic it’s akin to ranking radical based connected who spends much money than others.

Leaderboards that observe employees by however overmuch they usage AI are sparking debate—critics telephone it the incorrect metric, portion supporters accidental “tokenmaxxing” is captious for mastering the AI property https://t.co/ZBHZSWrQ3L

— The Wall Street Journal (@WSJ) April 14, 2026

Hoffman, successful an interrogation aired astatine Semafor’s World Economy acme this week, offered his proposal for companies adopting AI, saying helium had a favorable presumption of the practice. Though helium didn’t notation to the metric successful Gen Z-speak, helium did explicit that tracking worker token walk was a bully idea.

“You should beryllium getting radical astatine each antithetic kinds of functions really engaging and experimenting [with AI],” Hoffman said astatine the event. “Here’s 1 of the things that is simply a bully dashboard to beryllium looking astatine — doesn’t mean it’s a cleanable illustration of productivity, but… however overmuch token usage are radical really doing arsenic they’re doing it?”

He went connected to explicate that immoderate radical whitethorn beryllium utilizing a batch of tokens, but successful much random oregon exploratory ways, which is wherefore you privation to brace tracking the “tokenmaxxing” signifier with an knowing of the things radical are utilizing their tokens to do.

“Some of it volition beryllium experiments that’ll neglect — that’s fine. But it’s successful that loop, and you privation a wide assortment of radical utilizing it essentially, collectively, and simultaneously,” Hoffman added.

Hoffman shared different proposal to companies trying to fig retired their AI strategies, too, suggesting that AI should beryllium embedded crossed the full organization. He besides suggested regular check-ins to stock what works with others.

“We should have, essentially, a play check-in. It doesn’t person to beryllium everyone, each the clip with each different –but a radical check-in astir ‘what did we effort to bash caller this week, to usage AI for some idiosyncratic and radical and institution productivity, and what did we learn?’ Because what you’ll find, immoderate of the things are truly amazing,” Hoffman said.

Sarah has worked arsenic a newsman for TechCrunch since August 2011. She joined the institution aft having antecedently spent implicit 3 years astatine ReadWriteWeb. Prior to her enactment arsenic a reporter, Sarah worked successful I.T. crossed a fig of industries, including banking, retail and software.

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