How It Works

From idea to lesson in minutes

Configure your lesson, let the AI generate multimedia content, then review and refine before sharing with learners.

1

Configure

Select the subject, grade level, topic, and content style aligned to the Tanzanian curriculum.

2

Generate

AI produces the lesson text, images, and narration in Kiswahili within seconds.

3

Review

Edit, refine, and download or share the final lesson with your class.

Overview

System architecture overview

ElimuAI System Architecture Diagram

End-to-end workflow from curriculum knowledge base to multimedia content

Core Components

Three specialized AI modules

01

Swahili Text Generation

RAG architecture grounded in 1,200+ pages of official TIE curriculum materials.

  • Semantic search over curriculum knowledge base
  • Structured lesson format with exercises
  • Age-appropriate Kiswahili vocabulary
02

Image Generation

LoRA fine-tuned diffusion models trained on 500+ culturally-relevant local images.

  • Local flora, fauna, and classroom scenarios
  • Science diagrams with Kiswahili labels
  • Culturally appropriate visual contexts
03

Audio Narration

VITS-based neural TTS achieving 4.5/5 Mean Opinion Score.

  • Natural prosody and intonation
  • Correct technical term pronunciation
  • Suitable for early-grade learners

Performance

Optimized for efficiency

Runtime Performance

NVIDIA T4 GPU cloud server

~1.3s
Text Generation
per topic
~4s
Image Generation
per image
~2.5s
Audio Synthesis
per paragraph
<10s
Total Pipeline
complete lesson

Curriculum Knowledge Base

1,200+ pages from TIE materials

TIE Science Textbook
Student Materials
Grade 3 & 4
TIE Mathematics Textbook
Student Materials
Grade 3 & 4
TIE Teacher's Guide
Instructor Resources
Grade 3 & 4

Tech Stack

Built on modern infrastructure

Backend

PythonFastAPIONNX Runtime

AI Models

LLM + RAGStable DiffusionVITS TTSLoRA

Infrastructure

Cloud GPUNVIDIA T4Vector DB

Research

Research & development

This system architecture is based on research conducted at the University of Dar es Salaam, advancing AI applications for educational equity in low-resource language contexts.