AI grading: what product teams get wrong
The Assessment Engineers, ep. 2
Every product team working on AI grading is struggling with the same questions. Should a learner ever see a score no human has reviewed? Can authentic assessment finally scale?
In this episode of The Assessment Engineers, Kevin Holloway sits down with Monet Slinowsky—the product manager who took Feedback Aide from an idea to the market—and gets candid answers about what worked, what didn't, and what she'd ask any team building in this space.
Listen to the full conversation, then see AI grading score real responses for yourself in Feedback Aide's live demo hub.
In this episode, we cover:
Where human review is non-negotiable and where AI feedback changes the learner experience
The thought experiment to run before AI grading hits your roadmap
Feedback before the grade exists, while learners can still act on it
Why multiple choice still dominates and how authentic assessment finally scales