Our methodology

Every recommendation should show its work.

We separate measurable performance, quality of evidence and personal suitability so one impressive number never hides the tradeoffs.

Lab Score

Products in the same use case face the same input, task, time constraints and success criteria. We publish what was tested and when.

Evidence Score

Official documentation, hands-on tests and independent sources carry different weight. Important facts include their source and verification date.

Fit Score

Your budget, workflow, platform, language and must-have features shape the result. A strong tool can still be the wrong tool for you.

Editorial independence

Sponsorship and affiliate relationships are labeled and kept outside organic scoring. Vendors may correct facts, but they cannot purchase a better score. We show meaningful limitations alongside strengths and track material pricing or lifecycle changes.