This presentation chronicles the transformative journey of our retrosynthesis capabilities, from the constraints of the legacy ARChem platform to a modern, fast, and highly interactive solution powered by an IAP (Information Access Platform) architecture. We will share the story of what we faced, how we solved it, and what new doors have opened as a result.