Decision-maker brief
AI Judgment Wrapper
A concise internal review brief for existing AI products that may trigger material external actions.
Problem
AI output can move toward money, access, records, approval, or external release before evidence and authority are sufficiently reviewed.
Position
AI proposes→LimFlex returns a decision artifact→Host executes, withholds, or routes
Decision boundary
Use configured states such as proceed or adopt, limit, hold, review or Human Gate, and block or reject. Missing evidence remains explicit and can return to the same case for re-evaluation.
What remains unchanged
The model, agent, workflow, policy owner, and host execution authority remain in place.
First evaluation
Choose one workflow, representative historical or test cases, the current review point, available evidence, and the host authority owner.
Buyer questions
- Where can AI output become a material action?
- What evidence is required before action?
- Who owns policy and execution authority?
- What happens when evidence is missing?
First step: use one non-confidential case to confirm whether a fixed-scope evaluation is plausible.