The demo walks through the full four-pass pipeline on a genuinely messy dataset: SmartMatch merges the duplicates, AutoFormat standardizes every field, SmartFill predicts the gaps, and LogicGuard flags what looks wrong — then the Clarity Score climbs from red to green. You review every change before anything is written back.