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:

  1. Browse their syllabus
  2. Select their first topic
  3. Watch an introductory video
  4. Take a practice quiz
  5. Create their first timestamped note

Daily Study Flow

A typical study day follows this pattern:

Morning: New Content

  1. Select Topic

    • Choose from syllabus based on AI recommendation or self-selection
    • Progress tracking shows completion percentage
  2. Watch Video

    • Playback speed control (0.5x to 2x)
    • Resume from last position
    • Add bookmarks at important moments
    • Transcript available for search
  3. Take Notes

    • Create notes while watching (auto-timestamped)
    • Click timestamp to return to exact moment
    • Notes linked to exam, subject, and topic
  4. Practice Quiz

    • Complete MCQs and numericals for the topic
    • Timer creates exam-like pressure
    • Immediate feedback after submission

Afternoon: Deep Work

  1. Review Notes

    • Revisit timestamped notes from morning
    • AI suggests related content
  2. Doubt Resolution

    • Post questions in peer forum
    • Tag with exam, subject, topic
    • Community Bot may suggest similar answered doubts

Evening: Active Recall

  1. 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
  2. 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:

DayFocus
MondayNew chapter content
TuesdayNew chapter content
WednesdayPractice quizzes + note review
ThursdayNew chapter content
FridayMixed review + AI Recall Check
SaturdayFull mock exam (chapter or section)
SundayRest + 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

  1. AI Tracks Forgetting

    • Platform knows when you learned each concept
    • AI predicts when you’ll start forgetting
    • Proactive nudges for review
  2. 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
  3. 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

  1. Focus on Weak Areas

    • AI identifies top 5 topics to review
    • Targeted quizzes on weak concepts
    • Formula flashcards
  2. 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