Evals show up in job listings: nearly half of 25 PM openings want AI testing skills

every · x · 2026-10-03

Of 25 product management openings shared by @Lennysan, nearly half asked for experience writing evals for AI systems. At Every, @Nityeshaga helps people build benchmarks based on their own work and standards, running them whenever a new model launches to decide whether to switch.

When several models can do the job, the decision comes down to speed, cost, and how closely the output matches what you'd have written. The advice: start with tasks you already do and a few examples you'd approve — a leaderboard won't tell you whether a model is worth switching to.

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