The Explain-Back Test
An AI leadership thinking habit: before anyone acts on AI output, they explain it back in their own words. AI now hands teams polished answers in seconds. The summary reads well, the recommendation sounds confident, the numbers look tidy. And so it gets forwarded, approved and acted on, often by someone who could not say why it is right. That is the quiet risk at the heart of AI leadership thinking. The danger is not only that AI is sometimes wrong. It is that people stop understanding the work they sign their names to. The Explain-Back Test is a sixty-second check: before you act on an AI output that matters, explain it back, out loud or in writing, without reading from the screen. If you can, act. If you cannot, you are not ready yet. Why Fluent Answers Fool Us Polish looks like proof A well-written answer feels checked even when nobody checked it. Smooth sentences borrow credibility they have not earned. Forwarding is not owning When an AI summary moves from inbox t...