TechIcee AI Assistant is a custom-built AI system integrated into the TechIcee School Management SaaS platform. TechIcee already operates as a comprehensive digital ecosystem for schools, including dashboards, attendance, communication, analytics, and smart administration. The AI Assistant will act as: AI Academic Assistant AI Admin Automation Engine AI Parent Support Bot AI Data Intelligence Layer AI Teacher Productivity Tool This project is for hiring a skilled AI Developer on Freelancer who can design, build, train, and integrate this assistant into our existing SaaS architecture. 3. Objective of the Project To build a secure, scalable, production-grade AI Assistant integrated into: Web Admin Panel Teacher App Student App Parent App The assistant must: Understand school-specific data Answer contextual questions Automate admin tasks Generate reports Provide predictive analytics Work role-wise (Admin / Teacher / Parent / Student) 4. Scope of Work for AI Developer Phase 1 – AI Architecture Design Developer must: Design AI system architecture Create data ingestion pipeline Build RAG (Retrieval Augmented Generation) system Connect to school database (Supabase / PostgreSQL) Ensure multi-school isolation (SaaS model) Implement role-based AI responses Phase 2 – Core AI Features 1️⃣ Admin AI “Show attendance report of Class 10A this month” “Which teachers have pending syllabus?” “Generate monthly performance report” Predict drop in performance Identify fee defaulters 2️⃣ Teacher AI Auto lesson plan generator Homework generator Question paper creator Identify weak students Classroom summary reports 3️⃣ Parent AI “How is my child performing?” “Why was my child absent?” AI academic insights Homework reminders 4️⃣ Student AI Homework explanation Exam preparation tips Doubt solving Performance suggestions 5. Advanced AI Features (Must Have) Context memory (session-based + user-based) Multilingual (English + Hindi initially) Smart report generation (PDF export) Predictive analytics (attendance trends, performance risk) AI-based timetable optimization Natural language to SQL query conversion Fine-tuned prompt engineering Guardrails & hallucination control Secure data filtering per role