LiteLearn

Stream educational videos at 10x lower data usage, designed for Malawi's expensive mobile plans.

Score: 8.0/10MWHard BuildReady to Spawn
Brand Colors

The Opportunity

Problem

High mobile data prices in Malawi block low-income students from accessing online educational courses.

Solution

LiteLearn proxies popular ed courses through ultra-efficient video compression and adaptive bitrate streaming that adjusts to slow connections. It replaces heavy videos with optimized versions, pausing auto-play until WiFi/data cheap times. Students save data while accessing full Coursera/Khan content seamlessly.

Target Audience

Low-income students in Malawi relying on mobile data for online courses

Differentiator

AI-driven edge-caching on Malawi CDNs for instant low-res starts, with seamless upgrade to HD on better connections.

Brand Voice

friendly

Features

Course Streaming

must-have18h

Low-data proxy streaming from ed platforms

Adaptive Quality

must-have22h

Auto-adjusts resolution based on data speed/plan

Watchlist

must-have10h

Queue courses for WiFi-only HD streaming

Data Tracker

must-have12h

Real-time data usage stats per session

Speed Test

must-have8h

Test connection and recommend settings

Bookmarks

nice-to-have10h

Save timestamps for quick resume

Subtitles Only Mode

nice-to-have12h

Text mode for zero video data

Group Watch

nice-to-have8h

Shared streaming rooms for study groups

Total Build Time: 100 hours

Database Schema

users

ColumnTypeNullable
iduuidNo
emailtextNo
carriertextYes
created_attimestampNo

Relationships:

  • one-to-many with streams

courses

ColumnTypeNullable
iduuidNo
platformtextNo
course_id_externaltextNo
cached_versionsjsonbYes

Relationships:

  • many-to-many with users via streams

streams

ColumnTypeNullable
iduuidNo
user_iduuidNo
course_iduuidNo
data_used_mbintYes
duration_secintNo

Relationships:

  • foreign key user_id -> users.id, foreign key course_id -> courses.id

watchlists

ColumnTypeNullable
iduuidNo
user_iduuidNo
course_iduuidNo
priorityintNo

Relationships:

  • foreign key user_id -> users.id

API Endpoints

GET
/api/courses

List streamable courses

🔒 Auth Required
POST
/api/stream/start

Init low-data stream session

🔒 Auth Required
GET
/api/stats/data

User data usage history

🔒 Auth Required
POST
/api/watchlist

Add/remove from watchlist

🔒 Auth Required
POST
/api/speedtest

Run connection test

Tech Stack

Frontend
Next.js 14 + Tailwind + shadcn/ui + Video.js
Backend
Next.js API + Supabase Edge
Database
Supabase Postgres
Auth
Supabase Auth
Payments
Stripe
Hosting
Vercel
Additional Tools
Cloudflare Stream for proxyHLS.js for adaptive

Build Timeline

Week 1: Auth and UI base

20h
  • Scaffold
  • Auth
  • Dashboard

Week 2: Course integration

25h
  • Courses API
  • DB setup

Week 3: Streaming core

40h
  • Proxy stream
  • Adaptive logic

Week 4: Data tracking

25h
  • Usage stats
  • Watchlist

Week 5: Optimizer features

20h
  • Speed test
  • Presets

Week 6: Polish and deploy

20h
  • Payments
  • Tests
  • Launch

Week 7: Beta fixes

15h
  • User feedback iter

Week 8: Scale prep

10h
  • CDN tuning
Total Timeline: 8 weeks • 235 hours

Pricing Tiers

Free

$0/mo

No watchlist

  • 5 hours streaming/mo
  • Basic quality

Pro

$30/mo
  • Unlimited streaming
  • Adaptive + HD
  • Data tracker

Enterprise

$199/mo
  • All Pro + group watch
  • Custom CDN
  • Analytics

Revenue Projections

MonthUsersConversionMRRARR
Month 11201.5%$54$648
Month 61,0004%$1,200$14,400

Unit Economics

$3.5
CAC
$350
LTV
6%
Churn
88%
Margin
LTV:CAC Ratio: 100.0xExcellent!

Landing Page Copy

Stream Courses with 10x Less Data in Malawi

Watch Coursera & Khan Academy without data worries – adaptive, smart streaming.

Feature Highlights

Real-time data savings
Auto quality switch
Unlimited Pro access
Malawi-optimized

Social Proof (Placeholders)

"'Data bill halved!' – Polytechnic Student"
"'Smooth on Airtel 2G' – User"

First Three Customers

Target Malawi student Telegram channels and Reddit r/Malawi, offer 1-month free Pro to first signups from university emails, partner with one campus influencer for shoutout.

Launch Channels

Product Huntr/EdTechTwitter #MalawiTechHacker News

SEO Keywords

low data course streaming MalawiCoursera low bandwidth MalawiKhan Academy data saver appcheap video learning Malawi

Competitive Analysis

Coursera

coursera.org
$49/mo
Strength

Premium content

Weakness

High data streaming

Our Advantage

Data-efficient proxy for their content

Video optimizers like Opera Mini

opera.com
Free
Strength

General compression

Weakness

No ed course focus

Our Advantage

Course-specific adaptive streaming

🏰 Moat Strategy

Network effects from cached popular streams + ML on user connection data.

⏰ Why Now?

4G rollout in Malawi increasing video demand, but data prices up 20% in 2023.

Risks & Mitigation

technicalhigh severity

Stream latency

Mitigation

Edge functions + CDN beta

executionmedium severity

Content platform blocks

Mitigation

Official API partnerships

financiallow severity

CDN costs

Mitigation

Tiered compression

Validation Roadmap

pre-build5 days

Landing page + waitlist

Success: 50 signups

mvp21 days

Closed beta streams

Success: 90% satisfaction

growth30 days

Referral program

Success: 20% referral rate

Pivot Options

  • Audio-only streamer
  • General video proxy
  • B2B campus streaming

Quick Stats

Build Time
235h
Target MRR (6 mo)
$1,200
Market Size
$7.0M
Features
8
Database Tables
4
API Endpoints
5
LiteLearn - Complete Startup Blueprint | Startup Tribunal | StartupTribunal