How we evaluate PM work: the Evalor scoring framework
Most PM assessments measure confidence or communication. Ours measures reasoning — the specific, structured way a PM moves from evidence to decision. Here's how it works.
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Frameworks, research, and behind-the-scenes writing on product management evaluation, skill development, and how the platform works.
Articles are in progress. Follow Evalor updates as new frameworks and platform notes ship.
Join →Most PM assessments measure confidence or communication. Ours measures reasoning — the specific, structured way a PM moves from evidence to decision. Here's how it works.
Resumes and case decks tell companies what you claim. Evaluated artifacts tell them how you think. The shift toward evidence-based PM hiring is happening — here's what it means for your portfolio.
A naive AI evaluator will find a way to give everyone a 7/10. Calibration anchors describe exactly what a 1, 2, 3, and 4 looks like for each criterion — so the model has no room to drift.
AI workflow design, eval strategy, prompt engineering, cost optimisation, safety reasoning. The AI PM skill set is now concrete enough to teach and test. Here's what we're seeing in evaluations.
Calibration anchor, antipattern detection, tradeoff analysis, composite score, dimension weight. A plain-language reference for every concept in the Evalor evaluation system.
New challenges, scoring improvements, calibration updates, and product changes. Updated as we ship.