Socratic Tutors: Artificial Intelligence for Deeper Learning
The homework looks perfect. But one question is met with silence: “Can you explain how you reached that answer?”
This moment reflects one of the biggest challenges of artificial intelligence in schools: distinguishing between completing an activity and truly learning.
AI-powered Socratic tutors aim to address this gap. Through questions, hints, and step-by-step explanations, they guide students toward understanding, connecting ideas, and developing their own reasoning.
Their potential comes to life in a moment every teacher recognizes: when a student moves beyond “I don’t understand” and discovers, with relief and pride, that they can solve the problem.
That “Now I understand” is the beginning. Learning becomes deeper when students can explain why something works and apply it in a different situation.
What Does Deeper Learning Mean in Education?
Here, deeper learning refers to students’ understanding—not the technical concept of “deep learning” used to describe certain artificial intelligence systems.
It involves going beyond memorizing information or repeating a procedure. Students demonstrate deeper understanding when they can:
Explain in their own words what they have learned and why it makes sense.
Connect ideas to prior knowledge and situations in their lives.
Evaluate arguments and evidence, identifying errors or contradictions.
Apply their learning to unfamiliar problems, without relying on a model answer.
In mathematics, this might mean understanding why an operation works. In language arts, it could involve interpreting a text and supporting that interpretation. In science, it might mean using a concept to explain an everyday phenomenon.
Socratic tutors can support this process when their design and use keep students actively thinking, making decisions, and checking their understanding.
What Are Socratic Tutors, and How Do They Work?
Imagine a fifth-grade student struggling with a fractions problem. They have already tried twice. They are frustrated and want to finish.
“Give me the answer,” they type.
An AI tool can solve the exercise in seconds. A Socratic tutor might begin differently:
“Let’s take it step by step. What have you tried? Could you draw the fractions to compare them?”
After reaching a solution, it might go further:
“Why did that strategy work? Would it still work if we changed the numbers?”
The Socratic method uses questions to examine ideas, challenge assumptions, and build understanding. Applied to AI in education, it can help guide the conversation toward what each student understands and where they need support.
The key is to provide the right help at the right time. A good tutor combines questions with explanations, examples, and feedback. Asking question after question without enough guidance can also cause frustration.
From a Correct Answer to Lasting Understanding
A correct answer may come from understanding, memorization, guessing, or copying. On its own, it does not tell us which process took place.
The OECD cautions that better performance on an AI-assisted task does not guarantee learning. Delegating the intellectual effort can produce higher-quality work without building understanding that remains when the tool is removed. OECD Digital Education Outlook 2026.
Tutoring aimed at deeper learning must therefore make room for students to explain decisions, compare alternatives, recognize mistakes, and try again.
It also needs to check whether they can progress with less help.
The decisive question comes when the app is closed: can students use what they have learned to tackle a different challenge?
Three Initiatives Showing Promising Directions
AI tutoring is already being tested in real educational settings. Some initiatives support students directly; others strengthen the work of educators. Their findings are encouraging, although they do not all assess deeper learning or long-term independence.
Tutor CoPilot: Helping Human Tutors Provide Better Guidance
Developed by Stanford researchers, Tutor CoPilot offers instructional suggestions to tutors during their sessions with school students.
In a randomized trial, students whose tutors had access to the tool were 4 percentage points more likely to master the topics assessed at the end of their sessions.
Tutors also used more guiding questions and provided fewer direct answers. These findings suggest that AI can strengthen practices that encourage students to reason. However, the outcome measured was performance at the end of tutoring sessions; it does not, by itself, demonstrate lasting understanding. Stanford research on Tutor CoPilot.
Nigeria: AI Tutoring with Teacher Support
In Edo State, Nigeria, a six-week program combined AI tutoring, curriculum-aligned activities, and teacher guidance.
A randomized evaluation found significant improvements in English, AI knowledge, and digital skills compared with the control group.
The results reflect the complete program, including practice and teacher support. They provide promising evidence for AI-assisted tutoring, although they do not isolate the benefits of the Socratic method. Results published by the World Bank.
Guided Learning in Gemini: Questions That Encourage Exploration
Google’s Guided Learning uses open-ended questions, step-by-step explanations, and quizzes to involve students in the learning process.
Its approach allows learners to explore ideas and check their understanding through guided conversation. It is a useful example of how these approaches are becoming available through widely used tools.
Its introduction as a product, however, does not constitute evidence of learning impact comparable to the studies above. Google’s introduction to Guided Learning.
How to Promote Deeper Learning in Schools
The value of a Socratic tutor also depends on the activity a teacher designs and what students are expected to demonstrate.
In primary education, it can help students explain procedures, understand texts, and recognize mistakes. After solving a problem with support, a student might represent the solution through a drawing and complete a different exercise independently.
In secondary education, it can guide students as they compare sources, interpret data, and build arguments. An activity might ask students to defend a conclusion, consider an objection, and explain whether they need to revise their position.
At both levels, questions can help deepen learning:
Why? To explain the reasoning.
How does this connect? To link ideas and knowledge.
What would change if…? To explore different conditions.
How do you know? To examine the evidence.
Where else could you apply this? To transfer learning.
These questions become valuable when they form part of a purposeful conversation suited to the student’s age and level of understanding.
Teachers Remain Essential
Choosing a good question requires understanding the subject, the context, and the learner’s needs.
Teachers bring that judgment. They set learning goals, review the AI’s guidance, and recognize when to intervene, explain something differently, or allow space for another attempt.
They also help establish an essential condition for learning: confidence.
Being willing to say “I don’t understand,” acknowledge a mistake, or defend an idea requires an environment where getting things wrong is part of the process.
Teacher support connects technology to students’ real learning needs.
How to Introduce Socratic Tutors in a School
Implementation can begin with a focused pilot in one subject:
Define the understanding you want students to develop. Specify what they should be able to explain, connect, or apply.
Design the support. Establish guiding questions, appropriate assistance, and points for teacher intervention.
Select a suitable tool. Consider students’ ages, the subject, terms of use, and data protection.
Observe the reasoning. Examine how students build arguments, identify mistakes, and improve their answers.
Check independence and retention. Set a new challenge without assistance and revisit the learning later.
This allows schools to assess whether the experience is building understanding that lasts and can be used in other contexts.
What We Have Seen at Edunumik
At Edunumik, we have seen the benefits of this approach firsthand through our work with 10 schools in Chile. This experience reinforces our belief in integrating artificial intelligence with clear educational goals and teacher support.
Socratic tutors offer an opportunity to promote deeper learning: helping students understand what they are doing, question their ideas, and become more independent.
We are motivated by the possibility that more children and young people will feel confident enough to ask questions, regain trust in their abilities, and experience the satisfaction of understanding something that once seemed impossible.
The real achievement comes when students close the tool and discover that they can keep thinking for themselves.