In this study, we have developed an autonomous vehicle using limited sensor suite as compared to autonomous vehicles discussed previously. Figure illustrates our test-bed called Car.Mlv.ai. The efficacy of our autonomous vehicle is experimentally verified by deploying it as an automated taxi service in the constrained environment.