Researching How CAiSEY Shapes Classroom Participation

At CAiSEY, we care about whether AI-supported learning actually changes the student experience in meaningful ways. That means looking beyond novelty and asking harder questions: Do students feel more ready to contribute? Do they engage more actively in class? Can a short, well-designed dialogue experience help students find their voice before the discussion begins?

Early findings

Early Classroom Research

In a preliminary field experiment conducted among close to 1,000 MBA students, researchers studied how CAiSEY affects classroom participation. Students were randomly assigned to use CAiSEY for two sessions, and researchers measured changes in how comfortable students felt participating in class from the beginning of the semester to the midway point.

Early results were encouraging. Compared with students who used CAiSEY zero times or only once before the midway point, students who used CAiSEY twice were 18% more likely to report that they became more comfortable participating in class.

New findings

Voice-Based Debate Drives More Creative Thinking

A growing body of research has raised concerns that text-based interactions with AI may lead to a dulling of critical thinking and increased cognitive offloading — students relying on the AI rather than doing the hard thinking themselves. Our recent research shows that structured voice AI engagements, such as those facilitated by CAiSEY, produce precisely the opposite effect.

The study finds that voice-based debate results in more divergent ideation — more creative ideas and richer discussions. When students express themselves through voice rather than text, they explore a wider range of ideas and engage in richer conceptual discussion. The medium shapes the thinking.

Why This Matters

Participation is not just about speaking more. It is about helping students enter discussion-based learning environments with greater readiness, clarity, and confidence in their thinking. If a short amount of guided practice can help more students feel comfortable contributing, that has real implications for how instructors support discussion, debate, and case-based learning.

CAiSEY gives students a space to test ideas, articulate positions, and respond in real time — before they walk into the classroom. Our goal is to make participation more thoughtful, more inclusive, and more accessible for students who benefit from practicing first.

A Research-Oriented Approach

We believe educational technology should be evaluated with rigor, not just enthusiasm. That is why CAiSEY is being explored through formal classroom research and field experimentation, with a focus on measurable learning and participation outcomes.

These findings are still preliminary, but they point toward a promising direction: thoughtfully designed AI dialogue may help students feel more prepared to join the conversation when it counts.