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Gizmodo2026-07-20

Tokenmaxxing Didn’t Die. It Mutated

IndustryModels

Ah, tokenmaxxing. Twilio's CEO has burned through 774 billion AI tokens in the past month. That's not using AI; that's trying to prove that if you throw enough tokens at a problem, you'll eventually get a result, or at least a very expensive electricity bill. It's the kind of token-burning spree that would make Sam Altman weep with joy — and then quietly adjust his pricing model. And according to Gizmodo, tokenmaxxing didn't die — it mutated.

Now we have CEOs measuring their self-worth in token counts. It's a new form of corporate dick-measuring where the metric is how many billions you can flush down the server rack. The mutation is insidious because it disguises waste as ambition. Twilio's CEO is making a statement: 'I'm so confident in the future that I'll spend the GDP of a small country on tokens.' And the rest nod along, because nobody questions the 774 billion token elephant in the room. Vendors of premium frontier models are laughing all the way to the bank. The mutation means tokenmaxxing is no longer an underground practice of overzealous engineers; it's now a C-suite status symbol.

The real mutation is in how we measure success. Token counts become a proxy for innovation — like judging a restaurant by how much food they order, not how much they serve. There's no accountability: if tokens produced nothing, it's 'experimentation'; if even one outcome emerges, it was all part of the plan. Tokenmaxxing mutated, but it's still the same old snake oil, just in a bigger bottle. Splendid.

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● REC · 2026