Half of PM job listings now ask for evals skills; Ramp, Shopify, Harvey, Cursor share gains

HamelHusain · x · 2026-09-23

Lenny Rachitsky notes evals keep coming up in his podcast and PM conversations: nearly half of the 25 PM job openings he shared last week ask for eval-writing experience. Companies keep quantifying the payoff — Ramp took automatic receipt collection from 35% to 83% accuracy; Shopify shipped an AI workflow builder 2.2x faster and 68% cheaper than its frontier-model setup; Harvey rebuilt its AI contract reviewer, nearly doubling internal quality; Cursor tuned Auto Balance routing for higher satisfaction at 41% lower cost.

Related event: Nearly Half of PM Job Posts Now Require Evals Skills as Companies Show Measurable ROI(7 posts)→

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