Future Work

1. Design differentiated learning paths based on user skill levels: Offer beginner-friendly resources like templates and walkthroughs, while providing advanced users with optional challenge tasks to sustain engagement and deepen learning.

2. Strengthen AI prompt integration at key interaction points: Embed smart AI prompts during tasks (e.g., “Would you like AI help?” while drafting a business model) to encourage usage without overwhelming users.

3. Implement auto-grading to validate self-assessments: Use backend logic to assess user outputs (e.g., risk accuracy, structure quality) and compare with self-reported scores to ensure training effectiveness and accountability.