This is an honest peer conversation about what AI feedback can actually measure and where it genuinely helps students between lessons, and — critically — what it completely misses. Every coach in the room will leave with a framework for evaluating voice technology and a clear sense of where AI fits (and doesn't) in their studio.

Takeaway: A practical framework for assessing any voice tech tool against real pedagogical needs.