WhatsApp AI Human Handoff: 16 Tests to Check the Bot Has Stopped

WhatsApp AI Human Handoff: 16 Tests That Prove the Bot Has Stopped

A “handoff” is not complete when a bot says “I’m connecting you.” It is complete when the conversation has one accountable owner, the bot cannot emit another reply after the agent takes control, pending model work cannot leak into the thread, and the customer does not have to repeat the relevant context. Those are separate properties. A routing label, a human notification, and a silent bot are not interchangeable.

If you are evaluating a WhatsApp AI assistant, use the protocol below before launch and after every change to the inbox, webhook, model, or automation. It gives you a small, repeatable acceptance asset: a 16-case synthetic matrix, a state-transition contract, a runnable Python reference check, and a proof packet to request from a provider. It does not claim to test a live WhatsApp account, any vendor, or customer outcomes.…