A Pure blue light-emitting material is one of the key materials for the preparation of organic light-emitting diodes (OLEDs) displays. Although high-efficiency blue OLEDs have been realized in thermally activated delayed-fluorescence (TADF) materials, they cannot but scattered into suitable host materials. Hence, exploring efficient nonndoped pureblue-luminous molecules is important. Herein, a novel "hot-exciton" material, 4-(2-(4-(10-(4-(3,6-di-tert-butyl-9Hcarbazol-9-yl)phenyl)anthracen-9-yl)phenyl)-1H-phenanthro[9,10-d]imidazol-1-yl)benzonitrile (tBuPCAPICN) is reported for the application of pure-blue fluorescent OLEDs. The nondoped tBuPCAPICN-based OLED exhibited excellent pureblue electroluminescence (EL) performance with a peak of emission at 452 nm and a full width at half maximum (FWHM) of only 53 nm, corresponding to the Commission Internationale de l'Eclairage (CIE) coordinates of (0.15, 0.11). Furthermore, the maximum external quantum efficiency (EQE) of the OLED reached 12.7%, and the exciton utilization efficiency (EUE) approached 80%, ranking among the upmost outcomes in nondoped pure-blue OLEDs. The distinguished EL performance could ascribe to the coordination of high molecular horizontal orientation (orientation factor Θ ≈ 82%) and high energy triplet exciton utilization. This work doesn't merely reveal application potential of the tBuPCAPICN in pure-blue OLEDs, but also offers a useful approach for designing novel fluorescent materials with high-efficiency pure-blue performance.