Financial crime teams in banking and financial services are getting better at detecting suspicious activity. The bigger challenge often starts after an alert is generated. Analysts still need to collect transaction records, review KYC information, connect related accounts, check known fraud patterns, and prepare investigation documentation across multiple systems. This is where agentic AI could make a difference.