through workflows, such as quoting, ticket triage, claims review, and exception handling, and execute full tasks with human-in-the-loop oversight. InstaLILY AI structures its system via a layered architecture combining data integration, modular workflow components, continual learning, and direct customer context to enable agents to act intelligently and autonomously.