Why data companies are printing money: labs pay millions for env-shaped nails

sarahookr · x · 2026-10-15

sarahookr answered "why are data companies making so much money right now?": frontier labs lack what matters most for the next era of intelligence — product surface.

Reposting tanmay2099's observation: nearly all labs hold an RL-shaped hammer and are paying data vendors millions for env-shaped nails, i.e., RL training environments. The closer an environment is to the digital worlds of real people, the higher the price.

The upshot: labs have compute and models but not the real user-facing surfaces where agents will act, so they pay a premium to those who own them.

Related event: Scale AI Strategist: Data Companies Thrive Because Labs Lack Product Surfaces(2 posts)→

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