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