Socratic AI — dialogue that elicits rather than supplies — is evaluated in codify-socratic-programming-tutor, socratic-tests-conversational-assessment, hashmi-socratic-physics-chatbot-2025, and socraticode-k12-programming-tutor: questioning-based tutors support reasoning but risk being bypassed by direct-answer LLMs (socratic-method, scaffolding).