SagePath.com

Daily micro-lessons that adapt to exactly where you are.

Score: 7.9/10BFHard BuildReady to Spawn
Brand Colors

The Opportunity

Problem

Students lack personalized instruction and a judgment-free space to learn at their own pace, causing them to fall behind in one-size-fits-all classrooms.

Solution

SagePath ingests local curriculum documents and generates a completely personalized daily learning path with bite-sized explanations, exercises, and instant feedback. Students work privately at their own pace while the system continuously updates their path based on performance. Perfect for students who need to catch up or move ahead of their classroom.

Target Audience

K-12 students in under-resourced schools and developing countries (esp. Sub-Saharan Africa and Southeast Asia)

Differentiator

Curriculum-aware RAG system that aligns perfectly with national syllabi used in target countries, generating fresh, relevant content instead of generic lessons.

Brand Voice

insightful, calm, structured

Features

Curriculum RAG Engine

must-have75h

Uploads and vectorizes national curriculum PDFs for accurate content generation

Daily Path Generator

must-have50h

Creates 15-25 minute personalized daily learning plans

Adaptive Exercise System

must-have65h

Generates and grades questions that adjust difficulty in real time

Performance Analytics

must-have40h

Simple visual dashboard showing concept mastery over time

Offline Daily Bundle

must-have45h

Downloads entire daily path for use without internet

Hint & Explanation Engine

must-have40h

Contextual hints that get more detailed when student struggles

Parent Progress Portal

nice-to-have35h

Web-based view for parents to see weekly summaries

Textbook Photo Upload

nice-to-have55h

Student can photograph page from physical textbook for help

Curriculum Gap Analyzer

nice-to-have45h

Compares student's mastery against full national syllabus

Total Build Time: 450 hours

Database Schema

users

ColumnTypeNullable
iduuidNo
phone_numbertextNo
countrytextNo
gradeintNo
created_attimestampNo

Relationships:

  • references subscriptions
  • references mastery_records

curriculum_docs

ColumnTypeNullable
iduuidNo
countrytextNo
gradeintNo
subjecttextNo
chunk_countintNo

Relationships:

  • has many embeddings via vector store

daily_paths

ColumnTypeNullable
iduuidNo
user_iduuidNo
datetimestampNo
contenttextYes
completedboolNo

Relationships:

  • foreign key user_id to users(id)

mastery_records

ColumnTypeNullable
iduuidNo
user_iduuidNo
concepttextNo
mastery_scoreintNo
updated_attimestampNo

Relationships:

  • foreign key user_id to users(id)

API Endpoints

POST
/api/path/generate

Generates or updates daily personalized learning path

🔒 Auth Required
POST
/api/rag/query

Queries curriculum vector store for accurate content

🔒 Auth Required
POST
/api/exercise/submit

Submits answer and returns feedback + updated mastery

🔒 Auth Required
POST
/api/upload/curriculum

Processes and embeds new curriculum document

🔒 Auth Required

Tech Stack

Frontend
Flutter with riverpod
Backend
FastAPI
Database
PostgreSQL with pgvector
Auth
Supabase Auth
Payments
Flutterwave
Hosting
Railway
Additional Tools
LangChain + LlamaIndex for RAGSentence TransformersGroq for generation

Build Timeline

Week 1: RAG foundation

52h
  • pgvector setup
  • Curriculum ingestion pipeline
  • Embedding service

Week 2: Personalization engine

48h
  • Mastery tracking model
  • Daily path generation logic
  • Basic Flutter UI

Week 3: Exercise and feedback

55h
  • Dynamic question generator
  • Answer evaluation system
  • Hint engine

Week 4: Offline experience

42h
  • Daily bundle system
  • Offline-first architecture
  • Sync logic

Week 5: Analytics and parent view

38h
  • Simple dashboard
  • Parent web portal (React)
  • Payment integration
Total Timeline: 5 weeks • 510 hours

Pricing Tiers

Free

$0/mo

One subject only

  • One subject daily path
  • Basic exercises
  • Limited offline

Pro

$7/mo

None

  • All subjects
  • Full adaptive engine
  • Offline bundles
  • Progress analytics

School

$25/mo

Per teacher or small school

  • Everything in Pro
  • Class dashboard
  • Curriculum alignment tools
  • Teacher training materials

Revenue Projections

MonthUsersConversionMRRARR
Month 18006%$840$10,080
Month 612,8009%$16,128$193,536

Unit Economics

$14
CAC
$135
LTV
6%
Churn
85%
Margin
LTV:CAC Ratio: 9.6xExcellent!

Landing Page Copy

Your personal curriculum-aligned learning path every single day

No more falling behind. SagePath builds daily micro-lessons from your actual national curriculum and adapts them to exactly what you know.

Feature Highlights

Uses your country's official curriculum
15-minute daily sessions
Adapts instantly when you struggle
Works completely offline
Private and judgment-free

Social Proof (Placeholders)

"'It follows exactly what we are doing in class but explains better.' — Adewale, 15, Nigeria"
"'My teacher was shocked at how much I improved in 6 weeks.' — Siti, 13, Indonesia"

First Three Customers

Approach national curriculum authorities or textbook publishers in Kenya and Ghana with alignment offer. Run pilot programs with 5 progressive private schools that serve under-resourced students. Offer free School tier for first term to teachers who provide curriculum feedback.

Launch Channels

Product HuntLinkedIn EdTech AfricaMinistry of Education contactsSchool administrator WhatsApp groups

SEO Keywords

curriculum aligned ai tutorpersonalized daily learning pathadaptive curriculum nigeria kenyarag education app africapersonalized k12 southeast asia

Competitive Analysis

Century Tech

century.tech
School contracts
Strength

Strong UK curriculum alignment

Weakness

Extremely expensive and not built for African curricula

Our Advantage

Affordable, uses local national syllabi via RAG

Khan Academy

khanacademy.org
Free
Strength

Huge content library

Weakness

Not aligned to local African or Indonesian curricula

Our Advantage

Hyper-local curriculum matching with daily paths

🏰 Moat Strategy

Growing proprietary vector database of national curriculum materials across multiple countries, creating increasing accuracy and defensibility as more schools contribute validated content.

⏰ Why Now?

Open-source embedding models and vector databases have matured while governments in target regions have digitized curricula, making accurate RAG-based education tools possible for the first time.

Risks & Mitigation

technicalhigh severity

Hallucinations in generated curriculum content

Mitigation

Strong RAG grounding with source citation and teacher validation loop

marketmedium severity

Curriculum updates break embeddings

Mitigation

Versioned curriculum system with easy re-ingestion tools

legalmedium severity

Copyright issues with curriculum materials

Mitigation

Work with government publishers, use fair use where applicable, offer upload-your-own-curriculum

Validation Roadmap

pre-build21 days

Map national curricula for Kenya, Nigeria, Indonesia

Success: Successfully embed and retrieve accurate content from 3 curricula

mvp42 days

Pilot with 180 students using official curriculum

Success: Average mastery improvement of 22% over 5 weeks per independent test

Pivot Options

  • White-label platform for textbook publishers
  • Teacher planning assistant using same RAG system
  • Exam preparation mode focused on national exams

Quick Stats

Build Time
510h
Target MRR (6 mo)
$17,000
Market Size
$7500.0M
Features
9
Database Tables
4
API Endpoints
4