Analysis establishes shared understanding of systems, process, and data risk before modernization decisions. It covers data exports, data imports, wrangling, transformation, and API exchange patterns so teams can reduce fragility and prepare for automation.

An audit framework for identifying fragile export/import dependencies, transformation failures, and data quality risk in reporting flows. Used in engagements and available for self-serve licensing on request.