Blog

How we think about PM skill.

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.

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Framework8 min read

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.

Coming soon
Career6 min read

What actually makes a strong PM portfolio in 2026

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.

Coming soon
Behind the product5 min read

Why we use calibration anchors (and how they stop AI from hallucinating scores)

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.

Coming soon
PM skills10 min read

The 8 AI PM skills that hiring managers actually want in 2026

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.

Coming soon
Reference12 min read

PM evaluation glossary: every term we use, explained

Calibration anchor, antipattern detection, tradeoff analysis, composite score, dimension weight. A plain-language reference for every concept in the Evalor evaluation system.

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Changelogongoing read

Evalor changelog: what's new in the platform

New challenges, scoring improvements, calibration updates, and product changes. Updated as we ship.

Coming soon