A production-grade valuation workflow automates the repetitive, high-volume tasks of data gathering, normalization, and preliminary analysis that currently consume 60-80% of an analyst's time. The operational upside comes from compressing deal screening from weeks to hours, enabling analysts to evaluate more opportunities and underwrite with greater consistency. This requires a robust orchestration layer, typically built on frameworks like LangGraph or Prefect, to manage data quality checks, multi-agent handoffs, and exception routing before any model executes.




