The ClassTrack Suite is the Observation & Coaching Layer of CrazyGoldFish’s AI reasoning stack. It captures classroom signals, applies rubric-based evaluation, and generates insights for teachers, principals, leaders, and parents.
Core Capabilities
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AI-Powered Classroom Observation
- Audio/video session ingestion with speech-to-text + speaker ID.
- Engagement analysis (talk-time balance, sentiment, pacing, questioning).
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Rubric-Based Evaluation
- Automatic scoring across dimensions: pedagogy, classroom management, student engagement.
- Supports custom rubrics for schools and boards.
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Teacher Growth Support
- Actionable feedback linked to micro-trainings.
- Peer observation journals and reflection tools for continuous growth.
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Parent Engagement Reports
- Weekly summaries with student engagement highlights and activity snapshots.
- Simple visual reports designed for accessibility.
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Leadership Dashboards
- Principals and admins see aggregated insights: observation volume, teacher growth, engagement trends.
- Export-ready for compliance and audits.

ClassTrack
Supported Inputs
- ✅ Classroom audio/video recordings
- ✅ Live or uploaded session logs
- ✅ Rubric configurations (default + custom)
- ✅ Teacher/Student/Parent metadata
Stakeholder Value
- Teachers → Get structured feedback + growth resources.
- Students → Indirectly benefit from improved pedagogy and engagement.
- Principals → Monitor teacher effectiveness across classrooms.
- Parents → Receive simple reports that build trust and visibility.
- School Leaders/Admins → Gain data-driven insights for governance and decision-making.
Ecosystem Integration
- Upstream: Lesson Plans + Worksheets feed into observed sessions.
- Core: ClassTrack analyses classroom interactions and generates feedback.
- Downstream:
- Feeds teacher insights into Teacher Action Plans.
- Informs AI Studio to adjust lesson plans and worksheets.
- Closes the loop with Evaluation Layer by refining assessment strategies.