Prior involvement in selling or solutioning AI and Agentic AI-powered Finance products - intelligent document processing, ML-based matching, autonomous workflow agents, human-in-the-loop exception handling, orchestration layers, and exception management automation. Familiarity with AI and Agentic AI solutions in Finance - IDP, intelligent matching, exception management, autonomous workflow agents, cash application automation, reconciliations, close orchestration, journal entry automation, and financial reporting automation.