Most organizations decide whether AI will work for them before they ever open a tool, and they do it with a single word. In this episode I break down automation versus augmentation, two frames for the exact same technology that produce wildly different results. I bring the receipts from my own two hundred application job search, where full automation produced volume and staying the author produced every interview that mattered. You will leave with a four-question test that picks the right frame for any task and then proves the pick in the business's own numbers, not invented AI metrics. The tool does not decide your outcome; the frame does.