The rapid pace of technological and scientific advancements has led to a surge in innovative solutions across industries. However, not all innovations achieve sustained success. Many fail due to issues such as inadequate market research, poor implementation, and lack of scalability. This study explores the factors contributing to the failure of innovations and their implications for industries and society. Through a critical review of literature, analysis of case studies, and data-driven insights, the paper identifies patterns and offers suggestions for creating more resilient innovation frameworks. The findings aim to inform researchers, policymakers, and entrepreneurs on strategies to mitigate innovation failures.