# Product Evidence Rankings | 100 Users Official Website

The rankings compare public-source brand demonstrations using readiness, modeled lift, friction, and evidence depth. Scores are not popularity rankings, paid endorsements, or verified company performance. Each row opens into a case study where visitors can inspect the product surface, task, session evidence, persona comments, finding, intervention, and before-and-after logic behind the summary. Sorting allows users to compare brands by the dimension that matters for their decision rather than accept one opaque composite score. Modeled lift remains labeled as a projection and does not count as verified commercial proof. The ranking system is intended to make evidence density and unresolved friction visible, encourage direct inspection of the underlying sessions, and demonstrate how a future benchmark can improve as more product versions, matched retests, consent-backed human observations, and source-verified outcomes enter the sovereign evidence ledger.