AI is a field that’s evolving so fast, even the most limited projects might already be out-of-date by the time they are finished. Both development speed and software modularity are therefore crucial factors when building AI applications for production environments. So how can you build an AI application that stays relevant for more than a few months? In this talk, we discuss how we have taken our rapid prototyping experience and apply it on our production projects to create applications able to survive the AI revolution.