Repeating the same prompt every month is a sign that the work needs redesigning. Here’s how I turned recurring employee survey analysis into a repeatable human-and-AI workflow—while keeping human judgment in the right places.

Off-the-shelf simulations gave our leaders practice, but our work had to fit someone else’s scenario. Building a custom AI coach let us reverse that relationship and create practice around our business, our metrics, and the real conversations leaders need to handle.

AI helped me build a new learning experience in five days. It also invented a statistic, fabricated a story about my life, and suggested work that would not survive the room. The lesson was not that my expertise mattered less. It was that my expertise had more to evaluate, direct, and improve.