AI and exam preparation

Analyze how AI tools could disrupt a high-stakes exam-preparation industry built on tutoring, repetition, and access to expert guidance. What parts of the coaching value chain are most likely to be automated, personalized, or commoditized? Discuss the possible winners and losers among students, coaching centers, teachers, and platforms, and design a model for using AI in exam preparation without worsening inequality or misinformation.