wished to decouple the titration algorithm from the robot, so that we can encourage a wider audience to use the "physics-informed" ML method without going to the efforts of reproducing the hardware. Therefore, a web application has been developed on Streamlit () as a front-end to the titration algorithm. The code has been generalised to work with different acids/bases and sample volumes to accelerate a variety of titration tasks, as the general equations presented in the SI are encoded into the request. Other acids/bases can be added upon request.