Infrastructure, not features
AI features inside individual tools improve individual tools. Infrastructure changes how the business operates. The distinction matters when you plan for three years rather than three months.
Start with the data contract
Define what a lead, a customer, a property, or a case actually is across the business. AI systems become reliable when the underlying definitions are consistent and machine-readable.
Business logic belongs in one place
Qualification rules, escalation rules, and service standards should be defined once and used by every agent and workflow that needs them.
Design for observation
Instrument the system from day one. Response times, resolution rates, and handoff points tell you where the next module should go.