Current: This document describes student workflows implemented in the MVP.
Student Journey
Aspiron supports students through their entire preparation journey—from Day 1 onboarding to final revision before the exam.
Day 1: Onboarding
Context Setup
New students begin by selecting their exam context. This selection persists across the entire platform:
- Exam Type - State PGT, JEE, or NEET
- Subject - Your primary study subject
- Target Year - When you’re taking the exam
- Language Preference - Content language for AI and materials
Core: The context layer is foundational and applies to all features.
Exam Selection
Aspiron currently focuses on:
- State PGT (Post Graduate Teacher) exams
- JEE (Joint Entrance Examination)
- NEET (National Eligibility cum Entrance Test)
Planned: Aspiron is architecturally exam-agnostic; these exams represent the initial focus, not a hard limitation.
Initial Assessment (Optional)
Students may take an optional diagnostic assessment to:
- Identify current knowledge level
- Set baseline for progress tracking
- Help AI prioritize what to review first
This assessment does NOT:
- Gate access to content
- Generate a “score” that affects the student
- Compare students to each other
First Learning Session
After context setup, students are guided to:
- Browse their syllabus
- Select their first topic
- Watch an introductory video
- Take a practice quiz
- Create their first timestamped note
Daily Study Flow
A typical study day follows this pattern:
Morning: New Content
Select Topic
- Choose from syllabus based on AI recommendation or self-selection
- Progress tracking shows completion percentage
Watch Video
- Playback speed control (0.5x to 2x)
- Resume from last position
- Add bookmarks at important moments
- Transcript available for search
Take Notes
- Create notes while watching (auto-timestamped)
- Click timestamp to return to exact moment
- Notes linked to exam, subject, and topic
Practice Quiz
- Complete MCQs and numericals for the topic
- Timer creates exam-like pressure
- Immediate feedback after submission
Afternoon: Deep Work
Review Notes
- Revisit timestamped notes from morning
- AI suggests related content
Doubt Resolution
- Post questions in peer forum
- Tag with exam, subject, topic
- Community Bot may suggest similar answered doubts
Evening: Active Recall
AI Recall Check (periodic, not daily)
- AI asks what you remember from recent topics
- You explain concepts in your own words
- AI identifies gaps and suggests review
Revision Mode
- Review wrong questions from past quizzes
- Flashcard-style formula review
- AI summary of key points
Weekly Cycle
Aspiron is designed for sustainable weekly rhythm:
| Day | Focus |
|---|---|
| Monday | New chapter content |
| Tuesday | New chapter content |
| Wednesday | Practice quizzes + note review |
| Thursday | New chapter content |
| Friday | Mixed review + AI Recall Check |
| Saturday | Full mock exam (chapter or section) |
| Sunday | Rest + light revision only |
Note: This is a suggested pattern. Students can customize their schedule.
Monthly Progression
Syllabus Completion Tracking
Students see:
- Topics completed vs. total
- Time spent per topic
- Subject-wise breakdown
AI-Generated Insights
Monthly, AI provides:
- Topics most frequently forgotten
- Quiz accuracy trends
- Recommended focus areas for next month
Milestone Checkpoints
At syllabus completion milestones:
- Diagnostic assessment
- Full mock exam recommendation
- AI study plan for remaining topics
Revision Flow
Revision is where Aspiron differs from other platforms.
The Revision Problem
Most platforms:
- Show you content to review
- Hope you remember it
- Track completion, not retention
The Aspiron Solution
AI Tracks Forgetting
- Platform knows when you learned each concept
- AI predicts when you’ll start forgetting
- Proactive nudges for review
Active Recall Over Passive Review
- Instead of “read this again,” AI asks “explain this”
- You produce answers, not just recognize them
- Wrong answers trigger targeted review
Guided, Not Overwhelming
- AI doesn’t dump 100 topics to review
- Prioritizes what matters most
- Breaks revision into manageable chunks
Revision Mode Access
Students enter revision mode through:
- AI Recall Check notifications
- Wrong questions list
- Formula quick-reference
- AI-generated summaries
Test Day Preparation
Before a mock exam or the real exam:
Pre-Exam Week
Focus on Weak Areas
- AI identifies top 5 topics to review
- Targeted quizzes on weak concepts
- Formula flashcards
Full Mock Exam
- Simulates real exam conditions
- AI proctoring active
- No AI assistance during exam
Post-Exam Analysis
After each mock exam:
- Accuracy breakdown by topic
- Time management insights
- Mistake patterns identified
- Clear “what to do next” plan
Long-Term Motivation
Aspiron doesn’t use streaks or gamification. Instead:
Progress Visibility
- Visual syllabus completion
- Accuracy trend lines
- Topic mastery indicators
Community Support
- Peer discussion forum
- Community Bot encouragement
- No public leaderboards
System Over Motivation
- AI remembers what you forget
- Quizzes appear when they’re useful
- Notifications are respectful and rare
Next Steps
- Design Philosophy - Understand our guiding principles
- Core Concepts - Learn the foundational architecture
- AI Recall Check - Understand memory-aware revision