Sewage pipes may not be the most glamorous subject, but they are critical to how our cities function. Me and my team have been developing tools to automatically annotate faults in sewage pipes. One of the functionalities we explored is to predict and record water level during the surveys, since it affects how much of the pipe can be inspected. In this talk, I will share the approaches we have explored and some insights into their effectiveness and the challenges we faced.