Recent studies analyzing the state of online search engines have brought attention to a noticeable and concerning trend, particularly affecting Google. The discernible decline in the quality of search engine results necessitates a thorough examination of current algorithms and the impact of factors such as SEO spam, affiliate marketing, and the rise of generative AI.