Pay-for-results AI pricing fails Dario's own best example: results take years to audit

krishnan · x · 2026-10-28

The author argues pay-for-results AI pricing only works when outcomes are cheap to audit — which rules out Dario Amodei's flagship example. On Dwarkesh Patel's podcast, Amodei said Claude has suggested restarting a Mac 10 million times (worth maybe a dollar), while advising a pharma team to move an aromatic ring could be worth tens of millions. But that molecule needs years of trials before anyone knows the tip's value — who holds the invoice until Phase 3? Outcome contracts will land first where the baseline sits in a system of record: dispatch agents paid per correctly booked load, maintenance agents paid per unplanned stop avoided. Seats reward usage; outcomes reward results you can count.

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