The outcome
Introduce AI without turning uncertainty into invisible operational errors.
Step by step
A workflow you can repeat.
- 01
Choose a task where imperfect interpretation can be detected or reviewed.
- 02
Define the input boundary, output fields, confidence threshold, and prohibited actions.
- 03
Use representative examples and require structured, validated output.
- 04
Route uncertain, sensitive, or high-impact cases to a person.
- 05
Monitor quality, cost, task usage, latency, and downstream corrections.
Working standard
What good use looks like.
- AI suggests; rules govern.
- Keep high-impact approvals human.
- Evaluate with saved examples.
Official references