Student Companion Agentv0.1.0

A parent collects exam scores, homework errors, and class progress for multiple subjects. The agent analyzes weak knowledge points and provides specific home tutoring suggestions with follow-up actions.

A parent uploads photos of test papers, homework, or voice notes from teachers. The agent extracts text, records scores and errors, and updates the student's learning profile for continuous tracking.

The agent generates a weekly markdown report summarizing scores, homework status, progress on knowledge points, and completed follow-up actions, enabling parents to share with tutors or teachers.

Over multiple months, the agent aggregates data to identify recurring weak points across subjects, helping parents prioritize areas for extra practice and monitor improvement.

After each analysis, the agent suggests 1-3 specific actions with deadlines. Parents can mark actions complete only after new evidence shows improvement, ensuring accountability.

Basic plan tracks one student with limited records; premium plans enable multiple students, advanced analytics, and priority support. Revenue from monthly/yearly subscriptions.

License the agent to schools or tutoring centers as a parent communication tool. Schools deploy the agent to help parents track student progress, generating bulk license revenue.

Beyond basic tracking, offer one-time in-depth diagnostic reports (e.g., semester weakness analysis) for a fee, or bundle with personalized tutoring recommendations from third-party services.