Strategic approaches to modernizing legacy infrastructure while maintaining operations​

• Phased Modernization vs. Big Bang: Evaluating incremental API-first approaches versus complete system replacement, including risk mitigation strategies and maintaining business continuity during multi-year transformations​

• Legacy Data Migration and Intelligence: Strategies for preserving decades of historical data while transforming it into AI-consumable formats, including cleansing, standardization, and maintaining regulatory compliance during transitions​

• API/AI-Ready Architecture Requirements: How new core systems must be designed to support modern real-time decision-making, continuous learning capabilities, and seamless integration with emerging agentic AI workflows