Analyze a student support query and return category, urgency level, suggested response, and escalation flag. Use this to automate support ticket triage for EdTech operations teams.

Generate a personalized re-engagement outreach message for an inactive student. Returns subject line, email body, and WhatsApp-friendly short message. Use for growth team automation.

Analyze a batch of student course feedback. Returns sentiment scores, top themes, key complaints, key praises, and actionable improvement suggestions. Input is a JSON array of feedback strings.

Generate a structured weekly student progress report from raw student data. Accepts either a list of student records or a CSV file path. Returns an executive summary, at-risk students list, top performers, and recommended actions.

Generate a detailed, structured course outline for any topic and audience level. Returns modules, lessons per module, learning objectives, estimated durations, and assessment ideas.