Low-volume sprint interval training (LVSIT) increases peak oxygen uptake (VO
2peak) when performed three times a week for 6 weeks. Methodological and statistical concerns, however, constrain the veracity of prior findings. We therefore reassessed the VO
2peak response to LVSIT using a randomized controlled trial design to mitigate bias and augment reporting quality. A generative model of VO
2peak was constructed as a function of group, baseline VO
2peak, age, sex, height, and change in body mass. Simulation experiments using previous data estimated that n = 15/group would achieve 80% power to detect a difference of 1 metabolic equivalent (MET) with a credible interval (CrI) of ≤ 1-MET. Insufficiently active young adults (22 ± 3 years, body mass index: 24 ± 4 kg
m
-2, baseline VO
2peak: 33 ± 7 mL
kg
-1 min
-1) were randomized to perform 6 weeks of thrice weekly LVSIT (n = 17) or no exercise (CTL; n = 20). The LVSIT protocol involved 3 × 20-s "all out" sprints over a 10-min session of low-intensity cycling. Bayesian generative multivariate modeling revealed that LVSIT increased absolute [+325 mL
min
-1 (101-605)] and relative VO
2peak [+5.6 mL
kg
-1 min
-1 (2.2-8.1)] versus CTL. All but one LVSIT participant (94%) were deemed a responder (i.e., mean estimate ± 95% CrI for relative VO
2peak > 0). In contrast, four CTL participants (20%) met this criterion. LVSIT also improved time to exhaustion by +133 s (101-160) versus CTL. We unequivocally demonstrate that 6 weeks of thrice weekly LVSIT increased VO
2peak in insufficiently active young adults compared to no exercise. By incorporating a robust design that included preregistration, concealed allocation assignment, statistical best practices, and applied Bayesian methods, and open data-sharing, this study addresses prior methodological critiques of similar previous work.