Every scam I survived eventually became a signal in the Liquid Label framework. I worked backward, starting with settlement theft, falsified maintenance, and rate confirmation games, then defining the data traces that would have warned me. That lived taxonomy now powers the Carrier Integrity Score and gives brokers and drivers a forward-looking read on risk before they sign anything.