Abstract The endeavor to develop high‐performance narrowband blue organic light‐emitting diodes (OLEDs) with low efficiency roll‐off represents an attractive challenge. Herein, we introduce a hetero‐acceptor design strategy centered around the heptagonal diimide (BPI) building block to create an efficient thermally activated delayed fluorescence (TADF) sensitizer. The alignment of a twisted BPI unit and a planar diphenyltriazine (TRZ) fragment imparts remarkable exciton dynamic properties to 26 t Cz‐TRZBPI, including a fast radiative decay rate ( k R ) of 1.0×10 7 s −1 and a swift reverse intersystem crossing rate ( k RISC ) of 1.8×10 6 s −1 , complemented by a slow non‐radiative decay rate ( k NR ) of 6.0×10 3 s −1 . Consequently, 26 t Cz‐TRZBPI facilitates the fabrication of high‐performance narrowband pure‐blue TADF‐sensitized fluorescence OLEDs (TSF‐OLEDs) with a maximum external quantum efficiency (EQE max ) of 24.3 % and low efficiency roll‐off even at a high brightness level of 10000 cd m −2 (EQE 10000 : 16.8 %). This showcases a record‐breaking external quantum efficiency at a high luminance level of 10000 cd m −2 for narrowband blue TSF‐OLEDs.