Help shape better personalized learning

Classes and tutoring batches cannot always give every learner enough time, diagnosis, or individual explanation. Some learners also hesitate to ask questions, leaving gaps unnoticed. Tutorgent is developing an AI-supported tutor around a few early ideas: 24×7 availability, support in the learner’s language, patient motivation, parent control over screen time, and Socratic guidance that helps learners think instead of giving answers. It is an AI tutor—not a live online class with a human teacher—and its final design is still open. This short survey seeks expert views on effective teaching, proof of understanding, personalization, delivery format, and gaps in batch-based tutoring. It is research, not a request to endorse Tutorgent. Responses will be used only in aggregate and will not be sold.