Start with the operating problem
A desire to use AI is not a use case. Begin with the information, workflow or service problem that is costing time, creating variation or making knowledge hard to access.
- Operating problem
- Source information
- Governance
- AI support
- Human decision / action
- Measure
Connect the right sources
Useful AI depends on the sources behind it. Documents, structured operational information and service data need clear boundaries, ownership and retrieval rules.
Governance is part of the design
Controlled access, source preservation, human review and privacy-aware retrieval matter as much as the model or interface. AI should support decisions without pretending to replace professional judgment.
Measure whether it helps
The question is not whether AI is present. It is whether authorized people can complete a meaningful task with better clarity, consistency or access to relevant information.