A four-stage adoption path
Organisations should progress from individual assistance to team workflows, controlled automation and embedded AI products. Each stage requires stronger data, governance and monitoring.
- Assist: help a person complete a task.
- Standardise: document prompts, sources and review.
- Automate: connect triggers and actions with oversight.
- Transform: redesign the service or product around new capability.