Teacher evaluation reform has been debated for decades — yet in many schools, the process still feels compliance-heavy, time-consuming, and disconnected from real instructional growth.
Kim Marshall has long advocated for short, frequent mini-observations followed by meaningful, face-to-face coaching conversations. But even when leaders get into classrooms more often, one challenge remains: turning those conversations into concise, accurate documentation without losing hours to paperwork.
In this live session, Kim Marshall joins Swiftscore founder Will Krasnow for a candid discussion about:
- What’s fundamentally wrong with traditional evaluation models
- Why scoring individual lessons can undermine trust
- The power of frequent mini-observations
- Where AI helps — and where it doesn’t
- Why summarizing the debrief conversation may be the real breakthrough
You’ll also see a practical demonstration of Swiftscore’s new Conversation Summarizer, developed with Kim’s guidance — and hear his honest reaction to how it performs in real school settings.
This is not a product demonstration.
It’s a thoughtful exploration of how to reduce paperwork and strengthen coaching — responsibly.


