Adoption is key. A product can have the best technology, but it will only succeed if users can understand and trust it. AI tools, in particular, require companies to rethink decision-making processes and data use, not just implement a tool. This distinction often determines the difference between success and failure.

Lean by Design. This project started with a pragmatic, lean approach. By focusing on core user needs and building incrementally, we were able to deliver a professional, usable product quickly, while leaving room for future expansion. Introducing concepts like MVP, MVP+ and futurestate helped align stakeholders around the idea that not everything needs to be built at once, and that desired features can be phased in over time.