Tech in Education

4 min read

Sharpening an AI Tutor Through Iterative Student Research

Neomind Learning partnered with Touchstone Research to test and refine its AI tutor with students ages 12 to 18. Through two rounds of iterative research, student feedback helped identify opportunities to improve the learning experience and validate product changes, ultimately leading to stronger student satisfaction and a Net Promoter Score of +31.

Author: Sheri Stark

Sharpening an AI Tutor Through Iterative Student Research

Neomind Learning partnered with Touchstone Research to test and refine its AI tutor with students ages 12 to 18. Through two rounds of iterative research, student feedback helped identify opportunities to improve the learning experience and validate product changes, ultimately leading to stronger student satisfaction and a Net Promoter Score of +31.

Author: Sheri Stark

Researching the Student Experience

Neomind Learning partnered with Touchstone Research to evaluate and improve its AI tutor through an iterative, student-centered research process. The goal was to understand how students ages 12 to 18 experienced the platform, identify what worked well, uncover areas of frustration, and determine what would encourage them to continue using the product.

Researching the Student Experience

Neomind Learning partnered with Touchstone Research to evaluate and improve its AI tutor through an iterative, student-centered research process. The goal was to understand how students ages 12 to 18 experienced the platform, identify what worked well, uncover areas of frustration, and determine what would encourage them to continue using the product.

Neomind AI math tutor

A Two-Phase Research Approach

The first phase involved a 7-day online diary study with approximately 100 students, followed by focus groups with middle and high school students. This provided Neomind with a detailed view of the student experience, from setting up the tutor to participating in live classes and completing quizzes. The company then used the research findings to make product improvements.

A second, more focused round of research tested whether those changes made a measurable difference. By combining returning participants with new students and using the same core metrics, the research team was able to compare results across both rounds.

Run a test, make sense of what students said, change the product, and test again.

Sheri Stark, Senior Qualitative Researcher at Touchstone Research

Measurable Improvements in Student Sentiment

The results showed meaningful growth in student sentiment, with the platform achieving a median rating of approximately 8 out of 10 and a Net Promoter Score of +31. These results demonstrated that direct feedback from students could be translated into measurable improvements in the product experience.

An Iterative Approach to AI Tutor Development

The case study demonstrates how educational technology can be strengthened through continuous feedback from the students who use it. Rather than treating research as a one-time evaluation, Neomind and Touchstone Research used an ongoing cycle of testing, learning, product refinement, and validation to create a more effective and engaging AI tutoring experience.

Want to read the full article? Click here to read the full case study on Touchstone Research

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Neomind is the world's first Personal Learning Intelligence. A new category of education built to understand the learner, not just deliver content.

Copyright © 2026 Neomind Learning,Inc.
All rights reserved.

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Neomind is the world's first Personal Learning Intelligence. A new category of education built to understand the learner, not just deliver content.

Product

Let’s Connect

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Icon

Icon

Icon

Icon

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Copyright © 2026 Neomind, Inc.
All rights reserved.

Neomind is the world's first Personal Learning Intelligence. A new category of education built to understand the learner, not just deliver content.

Copyright © 2026 Neomind Learning,Inc.
All rights reserved.

Product

Let’s Connect

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Icon

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