Customer review
“Can we approve this workflow?”
Start with a support refund copilot flow, then generalize the action-boundary pattern.
“Can we approve this workflow?”
One if-statement catches one known risk.
Risk shifts across money, access, record, or release actions.
Return Hold, Review, or Block with reasons.
Clearer security, governance, and platform review.
A concrete support refund copilot flow before the generic categories.
A support AI drafts a refund reply for a duplicate charge.
Model draft → LimFlex check → decision artifact → host product action.
The product allows, holds, reviews, or blocks before money movement.
One rule catches one case. LimFlex supports repeatable review at the action boundary.
Catches one known case.
Many tools shape or block output text.
Useful when output may trigger money, access, record, or release actions.
Use it only where AI output may trigger material action.
AI output may trigger money movement, permission/access change, record update, or external release.
Do not use it for casual chat, internal brainstorming, or low-risk drafting.
Enterprise customers need reviewable control before action.
Reduce security and governance friction before rollout.
Examples of workflows where evidence and approval matter before action.
Evidence required: order and payment records.
Evidence required: requester role and approval authority.
Evidence required: source reference and audit route.
Evidence required: policy fit and approval route.
The same four states apply across refund, access, record, and release workflows.
Reduce enterprise rollout friction without checking every low-risk response.
Adoption point: LimFlex supports enterprise adoption by separating the decision artifact from execution authority.