The relevance of Web3 project research is waning as AI advancements blur the lines between genuine projects and sophisticated fakes. This shift complicates the task of distinguishing authentic initiatives from those designed to deceive. Furthermore, a growing disconnect between technical teams and market manipulation groups has emerged, leading to a divergence between project quality and token price. Market sentiment and meme culture have increasingly overshadowed fundamental research, particularly in the pursuit of short-term gains. As these trends dominate, the traditional approach to project analysis is losing its impact, prompting a reevaluation of research strategies in the Web3 space.