LimFlexJudgment before release
Simple step-through demo

AI drafts. LimFlex checks. Host decides.

Example: a support AI tries to refund a duplicate charge.

AI outputLimFlex checkHost control
01

Customer asks

“I was charged twice. Can you refund one charge?”

02

AI drafts

“I refunded $149 to your card.”

03

LimFlex checks

Evidence missing. Approval needed.

04

Package returns

Hold. Replace with a safer reply.

05

Host decides

Ask for order ID or route to billing review.

Input

Customer asks.

No reply sent yet.

Draft

AI writes.

Too confident.

Check

LimFlex checks.

Evidence and permission.

Return

Host gets result.

Hold + reason + route.

Decide

Host chooses.

Send, revise, or review.

Public, non-confidential overview. The host product keeps final authority.