Single-cell RNA sequencing is giving researchers a clearer view of why some CAR-T cells persist, expand, kill tumors effectively, or become exhausted. The review synthesizes 44 clinical scRNA-seq studies involving 500 patients and highlights how exhaustion, memory, cytotoxicity, clonal diversity, and metabolism may shape CAR-T responses.