The purpose of this study was to determine if a previously developed nomogram predictive of developing pathologic lymph node metastasis after multiagent chemotherapy for clinical node-negative muscle invasive bladder cancer may also prognosticate overall survival (OS) in patients treated with definitive chemoradiotherapy (CRT). Using the National Cancer Database, we identified all patients with cN0 muscle invasive urothelial carcinoma of the bladder treated with definitive CRT from 2004 to 2020. Patient probability of occult nodal disease was assessed using a previous nomogram developed from those treated with multiagent chemotherapy alone followed by pathologic nodal assessment. Following a 70:30 training and testing data split, variables were assessed for association with OS using the log-rank test, with those with p < 0.05 deemed eligible for inclusion within a multivariate Cox proportional hazards model. Patients were then stratified as high-, medium-, or low-risk for death using the hazard function's prognostic index. The proportional hazards assumption was checked using Schoenfeld residuals and discrimination assessed using dynamic area under the receiver operating characteristics curves (AUC). Validation was assessed within the testing and a retrospectively collected institutional cohort of 15 patients treated from 2014 - 2020 with CRT. A total of 1047 patients were identified for this study with median age of 78 years (IQR = 70-83 years) and follow-up of 31.3 months (IQR = 16.0 - 56.6 months). Cox analysis revealed patient age (HR = 1.03; 95% CI = 1.02 - 1.04; p < 0.001), Charlson-Deyo Score, and predicted probability of developing future lymphadenopathy (HR = 4.47; 95% CI = 1.83 - 10.93; p = 0.001) were significantly associated with OS. Median OS for those identified as high, medium, and low risk for death on Cox analysis was 34.2 months (IQR = 21.3 - 40.6 months), 38.9 months (IQR = 31.4 - 47.2 months), and 77.8 months (IQR = 56.1 - 100.3 months), respectively (AUC range = 0.615 - 0.870) (p < 0.001). Similar discrimination was seen within the testing cohort as well with significant differences between median OS across each group (AUC range = 0.580 - 0.726) (p < 0.001). Notably, among patients within the institutional cohort, only one patient stratified as high (N = 1/2; 50.0%) or medium risk (N = 0/5; 0.0%) remained alive at time of final follow-up, whereas 88.9% (N = 7/8) of low-risk patients survived (p = 0.051). Similarly, significant differences in OS were again seen between risk groups, with a median OS of 51.3 months and 19.9 months for high- and medium-risk patients, respectively, while median OS for low-risk patients was not reached (p = 0.006). This study demonstrates the prognostic utility of a previously reported nomogram in predictions of OS. Investigation is warranted to explore how radiation and chemotherapy may offset worse OS in those at high risk for occult nodal disease progression.