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