AI Application Developer work is not only a polished interface. For Lidspace, I built a two-sided product where builders list the tools they use and brands find them by neighbourhood and stack. The product covers Bangalore neighbourhoods including Indiranagar, Koramangala and HSR Layout, with a verified evangelist queue and a brand pitch flow. I use approvals around consequential actions, read results back, and connect the product to the systems behind it. Message me if your application has two user groups that need to trust the same workflow.