The clinical benefits of faster recanalization in acute large vessel occlusion are well recognized, but the optimal procedure time remains uncertain. The aim of this study was to identify patient characteristics that necessitate puncture-to-recanalization (P-R) time within 30min to achieve favorable outcome. We evaluated the patients from a prospective, multicenter, observational registry of acute ischemic stroke patients. The study included patients who underwent endovascular therapy for ICA or MCA M1 occlusion and achieved successful recanalization. Patients were categorized into subgroups based on pre-treatment characteristics and the frequency of favorable outcomes was compared between P-R time<30min and≥30min. Interaction terms were incorporated into the models to assess the correlation between each patient characteristic and P-R time. A total of 1053 patients were included in the study. Univariate analysis within each subgroup revealed a significant association between P-R<30min and favorable outcomes in patients with DWI ASPECTS ≤6, age>85 and NIHSS ≥16. In the multivariable analysis, NIHSS, age, time from symptom recognition to puncture, and DWI ASPECTS were significant independent predictors of favorable outcomes. Notably, only DWI ASPECTS exhibited interaction terms with P-R<30min. The multivariable analysis indicated that P-R<30min was an independent predictor for favorable outcome in DWI ASPECTS ≤6 group, whereas not in DWI ≥7. P-R time<30min is predictive of favorable outcomes; however, the effect depends on DWI ASPECTS. Target P-R time<30min is appropriate for patients with DWI ASPECTS ≤6.