Challenge
Property managers collected daily notes, maintenance updates, and service requests, but recurring issues were difficult to spot because the information was unstructured. Managers needed faster context without asking staff to change every reporting habit overnight. The client wanted an AI-assisted layer that could summarize patterns and surface follow-up priorities while still allowing managers to inspect the underlying notes.