A prototype for ranking public figures with the reasoning attached: records, cited reporting, survey signals, confidence, and issue fit in one inspectable workspace. Move the weights — the board re-sorts, and every card keeps its source trail.
LAB MVP · DEMO DATA records first · vibes last scoring is inspectable Aaron Suarez
Demo data only. No real politician is ranked on this page. The MVP proves the interface and the scoring model. A real version needs verified public records, source dates, source quality, and manual review before anything is published.
Ranking model · build the score
Rule
No score without a source trail. No source trail without dates. No confidence score without naming what is missing.
Board summary
Tier board · records first, vibes last
Shortlist bench
Evidence drawer
Select a profile
Open a record to inspect evidence, missing data, and scoring pressure.
Issue-fit calculator · where does the record bottleneck?