A crowdsourced, open-source data validation system of AI-powered trade route predictions. A decentralized network of validators, leveraging existing technologies like satellite imagery and on-the-ground reporting, verifies or refutes AI-generated predictions. An incentive system using blockchain rewards accurate verification and penalizes false reporting, improving reliability and transparency in trade logistics.