Feedback is a critical part of education as well as motivation for learning. But the act of giving feedback is very hard to scale, even for virtual learning. Enter an LLM chatbot, which is imperfect but can fill a lot of gaps in expectation. Chatbots certainly aren’t for everybody, but the large gains in accuracy in years past make them on average more effective.