Framework stage
Integration
AI becomes embedded inside operational systems, processes, and team workflows.
Integration begins when AI moves beyond isolated pilots and becomes connected to the systems where work actually happens. This usually requires stronger process design, clearer ownership, and closer attention to change management.
Organizations often work on:
- connecting AI to internal knowledge and software systems
- designing reliable human review patterns
- adapting workflows and success metrics
- formalizing security and data-handling requirements