Customer asks
“Charged twice. Refund one?”
Insert LimFlex between the model draft and material-action calls such as executeRefund(), updateRecord(), or publish().
“Charged twice. Refund one?”
“I refunded $149 to your card.”
Evidence, authority, and policy fit before action.
Hold. Replace with a safer reply.
Your product keeps final authority.
Target, value, fit, boundary, and control in one scan.
For vendors selling AI into enterprise environments.
Reduce security and governance friction before rollout.
No model replacement required.
Money, access, records, or external release.
LimFlex returns a decision artifact; your product executes, withholds, or routes.
Place LimFlex before calls like executeRefund(), updateRecord(), or publish().
LimFlex adds a reviewable decision artifact before material action.
Core separation: Decision artifact ≠ execution authority.
LimFlex returns the artifact; your product executes, withholds, or routes.