What manager approval should look like
“Human in the loop” usually means a human rubber-stamping something they can’t inspect. Approval only counts when the evidence is legible.
By Dynamic.ly editorial team
Software loves to claim a human is in the loop. Look closer and the human is often just in the room: shown a conclusion, given a button, and blamed later. That is not approval; that is liability transfer.
Real approval has preconditions. The manager must see why: which invoice, cost movement, and expiry window produced the recommendation. They must see its limits, what the action can and cannot do, and where the floor sits. They need four real options: approve, edit, reject, or ignore. Every option must be honored and remembered.
Rejection is the most underrated feature in operational software. A manager who says no is handing over exactly the context the system lacked. Treating that as training signal, not friction, is the difference between a tool that gets sharper and one that gets ignored.
The audit trail closes the loop: who approved what, when, on which evidence, and what actually happened after. Estimated impact and confirmed outcome stay separate columns forever, because trust compounds only when a system is honest about the difference.
Suggested, never blind. That is the standard. Anything less is autonomy with extra steps.