Planned: This document describes intended future direction. Implementation may evolve based on feedback and resources.
Future Roadmap
Aspiron’s MVP establishes the foundation. The roadmap describes where we’re heading.
Phase 1: MVP (Current)
Focus: Core learning infrastructure
- Video learning with timestamps and bookmarks
- Teacher and student notes (private + shareable)
- Practice quizzes with step-by-step solutions
- Chapter tests and full mock exams
- AI Recall Check for memory-aware revision
- Community Bot for peer support
- Peer discussion forum
- Progress tracking
- Exam-specific context (PGT, JEE, NEET)
Phase 2: Enhanced Learning (Near-Term)
Focus: Deeper learning tools
Advanced Notes
- Rich text editing for student notes
- Diagram and image support
- Notes linking and relationships
- Export to PDF
Improved Quizzes
- Adaptive difficulty based on performance
- Detailed performance analytics per topic
- Question categorization by difficulty
- Timed section practice
Better Videos
- Video annotations by teachers
- Chapter markers for long videos
- Picture-in-picture mode
- Download for offline viewing (limited)
Teacher Tools
- Content upload dashboard
- Quiz creation and management
- Student progress view
- Announcement system
Phase 3: AI Expansion (Mid-Term)
Focus: Intelligent learning assistance
Personalized Study Paths
- AI analyzes strengths and weaknesses
- Generates customized study schedules
- Recommends content based on performance
- Adjusts difficulty dynamically
Advanced AI Features
- AI-generated practice questions
- Conceptual relationship mapping
- Predictive performance modeling
- Auto-summarization of long content
Smart Notifications
- Context-aware study reminders
- Learning optimal timing suggestions
- Proactive intervention when struggling
- Milestone celebrations
Phase 4: Scale & Monetization
Focus: Sustainability and reach
Monetization Model
- Subscription tiers (free + premium)
- Premium features:
- Advanced analytics
- Unlimited mock exams
- Priority support
- Offline access
School/Institution Integration
- Batch student onboarding
- Teacher admin dashboards
- Class progress analytics
- Custom content for institutions
Mobile Apps
- Native iOS app
- Native Android app
- Cross-platform sync
- Offline-first architecture
Phase 5: Community & Ecosystem
Focus: Learning network effects
Peer Learning
- Study groups
- Peer teaching opportunities
- Collaborative notes
- Mentorship connections
Content Marketplace
- Premium content from experts
- Teacher monetization
- Quality-curated resources
- Community ratings
Advanced Community
- Verified expert answers
- Gamified learning paths
- Achievement system (non-toxic)
- Peer challenges
AI Evolution Philosophy
AI in Aspiron will evolve carefully:
What AI Will NOT Do
- Replace student thinking
- Generate answers during exams
- Make high-stakes decisions
- Replace human teachers
What AI Will Do
- Augment human learning
- Identify knowledge gaps
- Suggest optimal study strategies
- Provide contextual explanations
- Automate administrative tasks
AI Trust Principles
- Transparency in AI decisions
- Student control over AI features
- No AI in high-stakes assessments
- Regular AI audits for bias
Timeline Expectations
Planned: Timeline is approximate and subject to change based on feedback and resources.
| Phase | Focus | Timeline |
|---|---|---|
| Phase 1 | MVP (Current) | Now - Month 3 |
| Phase 2 | Enhanced Learning | Month 3-6 |
| Phase 3 | AI Expansion | Month 6-9 |
| Phase 4 | Scale & Monetization | Month 9-12 |
| Phase 5 | Community & Ecosystem | Within Year 1 |
How to Influence the Roadmap
Your feedback shapes Aspiron’s future:
- Use the Community Bot to report issues
- Participate in surveys (optional)
- Share feature requests in forum
- Report bugs promptly
We build Aspiron for students. Student input matters.
Next Steps
- Core Concepts - Learn how Aspiron works
- Context Layer - Understand exam persistence
- AI Recall Check - See memory-aware revision