A public evidence trail for every specialist review
The evaluation method now explains how public market evidence is found, filtered, balanced, and used without exposing anti-abuse controls.
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The voting methodology publishes all six criteria, weights, research stages, evidence labels, update timing, and point calculations. -
Five separate research paths cover pain, alternatives, purchasing intent, adoption friction, and independent quality or trust signals. -
Research snapshots now limit repeated domains and preserve different signal types instead of letting one platform dominate the evidence. -
Product pages show source favicons, platform coverage, and the strongest eight links first with the complete public snapshot available on demand.