AI integration describes embedding AI capabilities into existing software platforms or workflows so that tasks like documentation, triage, or scheduling happen partly or fully automatically. Non‑technical stakeholders often underestimate the effort needed for data mapping, interface changes, and validation, as well as the impact on user training and governance.