Your modernization project is already making your AI decisions.

- The forcing-function trap: Why projects scoped to the problem that created urgency produce systems that work today and AI initiatives, two years later, that don't.

- Five architectural decisions: What data quality, workflow logic, exception pathways, system interfaces, and observability each determine, and what becomes impossible without them.

- The cost comparison: Incremental investment during the active project versus 18 to 24 months of engineering capacity consumed by a third cycle.

- The Business Case Builder: A diagnostic framework for business and technology leaders to model the gap and make the scope argument before the window closes.