Researchers at the Goa Institute of Management have created a two-stage algorithm to foster fairness and transparency in digital marketplaces. This innovation addresses algorithmic bias and collusive practices by integrating review credibility and price efficiency. Simulated results indicate higher revenue, regulatory compliance, and increased customer trust, potentially reshaping e-commerce search engines.