Khanmigo

Definition

Khanmigo is an AI tutoring assistant built by Khan Academy that uses a large language model to guide students through problems with Socratic-style questioning rather than giving direct answers, and that also offers tools for teachers such as lesson planning and assignment feedback support. It is integrated directly into Khan Academy's existing lesson and exercise library so it can reference the specific material a student is already working through.

Overview

Khan Academy built Khanmigo on top of a commercial large language model, customizing it with prompting and guardrails intended to make it behave like a tutor rather than an answer engine that simply produces a finished solution on request. Instead of solving a math problem or writing an essay for a student on request, Khanmigo is designed to ask guiding questions, break a problem into smaller steps, and prompt the student to attempt the next step themselves, an approach modeled on the Socratic method long used in one-on-one tutoring relationships. The tool is integrated directly into Khan Academy's existing library of lessons and exercises, so a student working through a specific topic can ask Khanmigo for help on that exact problem with context about what has already been covered in the surrounding curriculum. For writing assignments, Khanmigo can act as a writing coach, offering feedback on drafts and asking questions to help a student develop their argument rather than rewriting the text itself or supplying finished sentences. Beyond the student-facing tutor, Khan Academy built a companion set of tools for teachers, including assistance with lesson planning, generating discussion questions, and drafting progress reports on student performance, aiming to reduce administrative workload rather than change how teachers deliver instruction in the classroom itself. Khan Academy has positioned Khanmigo within its broader nonprofit mission of providing free, high-quality education, and has partnered with school districts to pilot the tool in classroom settings, alongside offering guidance to parents about appropriate use and boundaries for AI-assisted learning at home as well as at school. As with other education AI tools, questions remain about how reliably a language model avoids simply giving away answers when a student persistently asks for them, since a determined student may find ways to phrase requests that bypass the intended guiding-question behavior. Equitable access is also a live concern given that advanced tiers of the tool have at times required a subscription or district licensing, which raises the question of whether schools with fewer resources can offer the same tutoring support as better-funded ones. A teacher typically encounters Khanmigo's classroom tools while preparing for a specific lesson, generating a draft plan or set of discussion questions aligned to Khan Academy's existing content rather than starting from a blank document. Compared with a general-purpose AI chatbot a teacher might otherwise use for the same task, Khanmigo's tight integration with Khan Academy's curriculum means its suggestions are more likely to reference the exact exercises and videos a class is already using. For students, choosing to work with Khanmigo instead of simply searching for an answer online reflects a deliberate trade-off, accepting a slower, guided path toward a solution in exchange for the kind of understanding that copying a ready-made answer would not provide.

Key Features

• Socratic-style AI tutoring that guides rather than gives direct answers
• Deep integration with Khan Academy's existing lesson and exercise library
• AI writing coach that offers feedback without rewriting student work
• Teacher-facing tools for lesson planning and progress report drafting
• Built on a commercial large language model with education-specific guardrails
• District pilot partnerships alongside guidance for parents on appropriate use

Use Cases

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Frequently Asked Questions

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