Folder-based video progress tracker
TL;DR
Folder-based progress tracker for online learners (e.g., coding bootcamp students) that auto-saves video playback timestamps (e.g., 12:47 in Chapter 2) and syncs them across devices via cloud/local storage so they can resume courses without re-watching and educators can monitor class-wide progress via a dashboard showing % completion per chapter.
Target Audience
Online learners (e.g., coding bootcamp students, language learners) and educators managing student progress in structured video courses.
The Problem
Problem Context
Learners use structured folders to organize courses but struggle to track progress across videos. Existing media players like Emby/Jellyfin are too complex, forcing them to manually note where they left off or re-watch content. This breaks their learning workflow and wastes time.
Pain Points
Users waste hours manually tracking progress (e.g., notes, folder names) and lose context when switching devices. Emby/Jellyfin overwhelm them with unnecessary features, while free tools lack folder integration or progress sync. Without tracking, they risk re-watching the same segments repeatedly.
Impact
Time wasted adds up—5+ hours/week for learners with structured courses. Frustration leads to abandoned courses or inefficient study habits. Educators also struggle to monitor student progress without manual check-ins, slowing feedback loops.
Urgency
The problem is daily for learners with structured content (e.g., coding tutorials, language courses). Without a solution, progress tracking becomes a constant manual burden, making learning less efficient. Educators face similar issues scaling progress monitoring for classes.
Target Audience
Online learners (e.g., coding bootcamp students, language learners), self-paced course takers, and educators managing student progress. Also applies to professionals using video training (e.g., sales teams, medical residents) and hobbyists with structured media libraries.
Proposed AI Solution
Solution Approach
A lightweight tool that watches a folder for media files and auto-tracks progress (e.g., last playback position). Users drag-and-drop their course folders, and the tool syncs progress across devices via cloud or local storage. For educators, it adds a dashboard to monitor class progress.
Key Features
- Cross-device sync: Cloud or local backup ensures progress is available on any device.
- Educator dashboard: Shows class-wide progress (e.g., '80% of students paused at Chapter 3').
- Minimal UI: Focuses only on playback and progress—no clutter like Emby/Jellyfin.
User Experience
Users drag their course folder into the app, which scans for videos. They play files as usual, and the tool auto-saves progress. Educators see a dashboard with student progress heatmaps. No setup beyond folder selection—ideal for non-technical users.
Differentiation
Unlike Emby/Jellyfin, this tool is folder-only and progress-focused. Unlike free tools, it syncs across devices and integrates with educator workflows. The educator dashboard (a unique feature) justifies higher pricing for schools/teams.
Scalability
Starts with individual learners ($10/mo) and expands to educators ($20–$50/mo for class dashboards). Can add analytics (e.g., 'most paused chapters') or integrations (e.g., LMS plugins) later. Cloud sync enables multi-device use without complexity.
Expected Impact
Saves 5+ hours/week of manual tracking for learners and reduces educator workload. For educators, it cuts progress-checking time by 70% and improves feedback speed. Learners complete courses faster and retain more without re-watching content.