Framework
AI Trust Decision Matrix
A model for clarifying model output, user decision, failure risk, explanation needs, review points, and governance requirements.
When to use
Use this when an AI output influences a user, workflow, or business decision.
Inputs
- User decision
- Model output
- Failure risk
- Explanation need
Outputs
- Review point
- Governance requirement
- Trust gap
Limitations
The matrix is a starting point. Regulated use cases still need domain review, policy input, and measurable controls.
Model
user decision / model output / failure risk / explanation need / review point / governance requirement
Example Use
For a recommendation feature, the matrix separates what the model says from the decision the user is being asked to make. That makes review and explanation needs easier to discuss.