Make technology decisions
with more clarity.

That can be a useful migration path in principle, but feasibility depends on available interfaces, data ownership, contract terms, and how the systems divide responsibilities.

Define test cases, reconciliation reports, exception logs, access-control evidence, recovery tests, and sign-off from the staff who will operate the workflow.

Start with lower-risk assistive tasks such as summarization, internal knowledge search, and draft preparation. Set review requirements, logging, data-use rules, and clear limits before enabling higher-impact tasks.

Explicit business rules, traceable inputs, controlled posting, idempotent processing, reconciliation, exception management, and a documented correction process.