Acute ischemic stroke (AIS) is the leading cause of death and disability in China. Landmark randomized controlled trials have demonstrated the benefit of endovascular therapy for patientswith acute stroke due to large-vessel occlusion. Despite successful recanalization rates exceeding 80%, more than half of patients fail to achieve functional independence following thrombectomy a phenomenon termed futile recanalization. Ultra-early identification of futile recanalization is critical for guiding individualized treatment strategies. Timely recognition of at-risk patients may enable targeted interventions - such as intra-arterial thrombolysis, rescue therapy, and neuroprotective measures that could potentially reverse unfavorable outcomes or mitigate adverse events. Monitoring cerebral autoregulation (CA) function during thrombectomy represents a promising approach for the ultra-early prediction of futile recanalization. This multicenter, prospective, observational diagnostic accuracy study aims to validate the hypothesis that intraoperative CA monitoring during thrombectomy can predict futile recanalization. A total of 129 participants will be enrolled and divided into a modeling cohort and a validation cohort. Participants will undergo face-to-face assessments at 24 ± 12 hours, 48 ± 12 hours, and 7 ± 3 days post-enrollment (or at discharge). A follow-up assessment will be conducted via telephone or in-person interview at 90 ± 7 days post-enrollment. The primary endpoints include the sensitivity, specificity, and area under the receiver operating characteristic curve of impaired CA for predicting futile recanalization.