Most financial institutions already operate across a complex mix of legacy systems, core banking tools, payment providers, customer communication channels, data warehouses, and manual workflows. These systems still perform critical work, holding account histories, customer records, balances, statuses, treatment logic, and reporting data used every day by collections teams.