Source-cited answers
Every response references the exact official document or government website it was drawn from. Full traceability, no guesswork.
LLaMA 3 · RAG · ChromaDB · FastAPIYour guide to Lebanese
Your guide to Lebanese
government services.
Ask about passports, civil status, permits, healthcare, business registration, and more — instant answers cited directly from official Lebanese government sources.
25+Gov documents
3Languages
RAGArchitecture
LiveDeployment
Live Assistant
Ask anything, get a cited answer
Instantly search Lebanese government procedures, regulations, and services — answered in English, Arabic, or French.
Responds in English · العربية · Français
Capabilities
Built for informed citizens
Trilingual support
Ask in English, Arabic, or French. The assistant detects your language automatically and replies in kind.
Official knowledge base
Powered by 25+ indexed PDFs from Lebanese government ministries and curated official website sources.
Instant retrieval
ChromaDB vector search surfaces the most relevant passages in milliseconds before the LLM composes a response.
Multi-channel delivery
Available via a web widget, REST API, or WhatsApp — a single knowledge base powering all three surfaces.
Admin-managed content
Administrators can upload PDFs, index website URLs, and monitor usage through a built-in dashboard.
Process
How it works
01
You ask a question
In plain language — any topic related to Lebanese government services, procedures, permits, or regulations.
02
Vector retrieval
The system searches a ChromaDB vector store of official documents and web sources, returning the most semantically relevant passages.
03
Cited response
LLaMA 3 (via Groq) synthesises the retrieved context into a clear, concise answer — with the source document or URL attached.