This article explains why intuition, pitch quality, and capital signals misclassify scientific ventures, how narrative driven evaluation creates false positives and false negatives, and why TRLs do not equal readiness. It introduces structural evaluation as a system level approach that aligns evidence, industrialization, market formation, capital logic, and uncertainty to support better decisions by investors, institutions, and venture builders.