e16558 Background: Voided urinary cytology is a non-invasive test, but it suffers from a lack of sensitivity (Se), particularly in low-grade urothelial lesions, and it remains pathologist-dependent. In order to improve the performance of urinary cytopathology, the VitaDX company (France) developed a medical device which uses whole-slide digitalization and artificial intelligence algorithms to identify tumor cells. The device allows complete analysis of morphological characters of voided urothelial cells, such as the shape, size and color of the nuclei. Methods: VISIOCYT1 is a prospective, multicenter clinical trial involving 319 patients divided into two groups: 1) patients with non-muscle invasive bladder tumors (NMIBC) confirmed by histology, and 2) control patients with negative urinary cytology and cystoscopy. The primary objective of the study was to evaluate the Se of the VisioCyt test. Specificity (Sp) and comparison of Se and Sp of conventional urinary cytology vs. the VisioCyt test were also calculated. Results: A total of 319 patients were included (170 in the NIMBC group vs. 149 controls). Overall Se was 80.9% and 45.9% for VisioCyt test and conventional urinary cytology, respectively (p = .002). Negative cytology being an inclusion criterion, a 100% Sp was attributed to the control group. It was calculated at 61.8% for the VisioCyt test. Concerning grade, the VisioCyt test allowed higher Se to be obtained in the low grade tumor category (66.7% vs. 26.1% for conventional urinary cytology, Mc Nemar test, p < .0001). A higher Se was also observed in high grade tumors: 93.7% vs. 62.8% (p < .0001). Conclusions: The VisioCyt test greatly improves the performance of urinary cytopathology in the diagnosis of urothelial bladder tumors, particularly in low grade, pTa lesions. Its implementation could dramatically reduce the need for cystoscopy in patients followed after conservative treatment of bladder cancer. Clinical trial information: NCT02966691. [Table: see text]