In a world increasingly driven by algorithms, search engines have become gatekeepers of information. Yet, these powerful systems can perpetuate favoritism, leading to distorted search results that harm smaller voices and empower the already dominant players in the tech landscape. This phenomenon, known as algorithmic bias, occurs when historical da