Our research falls under the general area of Human-Computer Interaction. We are currently exploring the challenges and opportunities of integrating generative AI into expert workflows with a particular interest in knowlege management and knowledge transfer in social services organizations. We study end-users, identify their needs, design, build and evaluate interfaces that support them.