CONCEPT
Humble Inquiry
Schein's practice of asking questions one does not already know the answer to — now essential for evaluating AI output whose fluent surface invites acceptance without examination.
In 2013, Schein published Humble Inquiry, a small book arguing that the most important thing a leader could do was ask genuine questions from a position of curiosity rather than disguised authority. The observation, built across decades of watching organizations fail to communicate, was that Western professional culture had developed a pathology: it rewarded telling over asking. The AI transition has made humble inquiry both more necessary and more difficult than at any point in Schein's career. More necessary because AI presents a cognitive challenge humble inquiry is specifically designed to address — the evaluation of output whose production process is opaque. More difficult because the tool's speed collapses the space in which genuine questioning can occur.
In The You On AI Field Guide
The challenge is specific. When a human colleague produces a recommendation, the evaluator can probe the reasoning, examine the methodology, assess whether the process was sound. When an AI tool produces a recommendation, the evaluator confronts output generated by a process she