Early operators carry muscle memory: the ATS from their last company, the tool a friend swears by, the logo that shows up in every SaaS Twitter thread.
If scores stay editable after brands are known, those priors leak into the numbers. We locked dimension scores before the final reveal round so panelists ranked experience, not reputation.
In that blind round, category leaders still varied: assessment-heavy products led signal rows, familiar growth tools led pipeline rows, and lightweight tools led setup and pricing clarity.
That spread is why our rankings lead with methods and matrices, not with a single crown. Names come after scores - and different jobs produce different leaders.