Researchers struggle to validate whether their ideas are worth months or years of effort before committing resources

Academic researchers face paralyzing uncertainty when deciding whether to pursue a research idea, lacking a systematic framework to evaluate potential impact, feasibility, and novelty before investing significant time and resources. Current solutions (advisor feedback, literature reviews, informal discussions) are subjective, inconsistent, and often come too late in the process. Researchers waste months on dead-end ideas or abandon promising ones due to poor initial validation.