Confidence is not the same as permission
A model can sound calm while standing on thin evidence. That is dangerous in support flows where the next sentence may affect money, health, access, or trust.
The useful signal is usually already there.
Hit the button and watch the hidden AI surface area light up.
Define handoff triggers
Write down the cases that must leave automation: low confidence, missing policy, angry customer, protected class, regulated advice, payment exception, or repeated failure.
A handoff rule is product empathy written as code.
Measure graceful exits
Track not just containment rate, but bad containment. A bot that traps a user in a wrong answer is worse than a bot that quickly brings a person in.
Flip the switches and watch the story turn into a tiny operating model.
Automation should lower the human cost
The handoff is not failure. It is how the system protects the user, the team, and the brand when the model reaches the edge of its lane.