SeeMe Tutor
Validate signalAI Tutor with Socratic Method via Live Camera
"Students learn more effectively when an AI guides them through reasoning steps (Socratic method) instead of providing direct answers."
Decision Framework
Test whether students engage differently with a Socratic AI tutor vs. a direct-answer tool — and whether that engagement leads to better learning outcomes.
Students learn more effectively when an AI guides them through reasoning steps (Socratic method) instead of providing direct answers.
Deploy to a cohort of 30 students across two subject areas. Measure session length, return rate, and self-reported understanding vs. a control group using a standard Q&A AI.
- If avg session > 8 min AND return rate > 40% -> Scale
- If students skip Socratic prompts consistently -> Pivot to hybrid mode
- If no measurable learning difference -> Stop
Validate core Socratic interaction loop with real students
Current Position
- Phase: Signal Detection / Validation.
- Testing: Does the Gemini Live + camera combo enable a natural tutoring experience? Do students stay in the Socratic loop or abandon it?
- Decision Gates: If session > 8 min AND return > 40% → Scale.