Mentora
Enterprise-grade AI-powered assessment suite and virtual classroom for curriculum-aligned exam generation, live progress tracking, and student performance analytics.
Overview
Built Mentora, an advanced EdTech ecosystem that automates assessment generation and streamlines student performance tracking for curriculum layouts.
Architected with a decoupled queue-backed pattern, offloading heavy PDF/Word text extractions and Groq LLM generations to background workers to guarantee smooth performance at scale.
- Full-stack monorepo separating Next.js 14 App Router client-side views and an Express API gateway
- Asynchronous background worker pool using Redis and BullMQ to handle intensive text generation and automated grading workflows
- Real-time generation state updates pushed dynamically to client dashboards via an integrated WebSocket server
- Automated on-the-fly printable school exam generation using custom PDFKit document compiler pipelines
- Granular role-based access control leveraging Clerk authentication to bridge Teachers, Students, and Parents
- Intelligent practice assistant incorporating SM-2 spaced repetition logic to flag and target conceptual weaknesses
Product Screens
5 screensScreen 1
Home Page
An intuitive landing page explaining the assessment suite capabilities, role-based workflows, and features for teachers, students, and parents.
Screen 2
Assessment Creator
Configure dynamic blueprints, upload textbook materials, and run LLM parsing to instantly generate CBSE-aligned exam sheets with matching answer keys.
Screen 3
Grading & Feedback Suite
AI-driven automated grading system providing detailed qualitative feedback, grading metrics, and concept gap tagging for student submissions.
Screen 4
Student Practice Lab
Personalized virtual tutor and practice arena offering 24/7 concept explanations, doubt escalation to teachers, and an SM-2 spaced repetition queue.
Screen 5
Parent Analytics Portal
Read-only competency tracker providing parents with real-time grade metrics, class announcement feeds, and upcoming deadlines.
Home Page
An intuitive landing page explaining the assessment suite capabilities, role-based workflows, and features for teachers, students, and parents.