Manara
AI assistant for business, tax, and legal support in Egyptian Arabic.
- 01Complex procedures reduced to clear, sequenced steps
- 02Confidence for founders making decisions on verified information
- 03Faster path from idea to legally-registered business
- Built for
- Business & Tax
- Type of work
- AI Agents & Assistants
- Platform
- AI
- Built with
- RAG · Semantic Search +4
Overview
Manara is an AI assistant designed to help individuals and small business owners in Egypt understand business setup and tax regulations more easily. It delivers accurate, source-based guidance in Egyptian Arabic and offers step-by-step support that makes complex legal and business information genuinely accessible.
The challenge · What we built
The challenge
Business, tax, and legal procedures in Egypt are complex, scattered across official documents, and rarely written in the everyday Arabic entrepreneurs actually speak. This friction slows or blocks small businesses from ever getting formalized.
What we built
A retrieval-augmented assistant that searches inside official Egyptian sources and answers in Egyptian Arabic, with every claim traceable to its source. It also collects a light profile (activity type, partners, foreign ownership) to tailor answers to the user's exact situation.
How it works
- 01Business ProfileUser describes their activity type, structure, and needs
- 02Regulatory SearchSystem retrieves relevant official Egyptian legal sources
- 03Answer GenerationResponse crafted in plain Egyptian Arabic with inline citations
- 04Step-by-Step GuideComplex procedures broken into clear, sequenced action steps
- 05Verified GuidanceEvery claim traceable back to its official source document
Inside the product
Business Setup Wizard
Tap the screen to view it full size
What it can do
- Answers grounded in official Egyptian regulatory sources
- Source references attached to every answer
- Guided profile intake for context-aware responses
- Step-by-step walkthroughs for common procedures
- Full support for Egyptian Arabic dialect
- Coverage across tax, licensing, and business setup
Built with
- RAG
- Semantic Search
- Arabic NLP
- LangChain
- PostgreSQL
- pgvector
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