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Nader Bennour

Senior AI & LLM Engineer

RAG Systems Builder

AI Infrastructure Architect

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Nader Bennour

Senior AI & LLM Engineer

RAG Systems Builder

AI Infrastructure Architect

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Recent Posts

  • RAG in 2026: Why Most Pipelines Still Fail in Production
  • Multilingual LLM Systems in 2026: What Changes When Your AI Needs to Speak 4 Languages
  • From 50 Seconds to 3: Cutting LLM Inference Latency in a Production RAG System
  • The Agentic AI Gold Rush: Why Engineers Who Ship to Production Charge 3x More

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InsulBot — Bilingual AI Customer Assistant

  • Created By: Nader Bennour
  • Date: 2025
  • Client: isolmax.com
  • App Link: insulbot.nader.info
InsulBot is a bilingual AI customer assistant for a building insulation company in Tunisia. Customers chat in French or Arabic — they can type or speak via voice input. The bot answers questions from a semantic FAQ knowledge base, captures leads, and hands off to a human agent when needed. All responses stream in real-time via server-sent events.
The system uses OpenAI for chat reasoning, Whisper for voice-to-text transcription, and OpenAI TTS for spoken responses. The knowledge base is built from company FAQs using embedding-based semantic search — so the bot answers accurately even when customers phrase questions differently than the FAQ entries.

Technical Highlights

  • Bilingual support — French and Tunisian Arabic
  • Voice input via Whisper and text-to-speech output via OpenAI TTS
  • Streaming SSE responses for real-time chat experience
  • Semantic FAQ search using embedding-based retrieval
  • Lead capture form with automatic data collection
  • Human handoff when bot confidence is low

Stack

  • Backend: FastAPI, Python
  • AI: OpenAI GPT (chat), Whisper (STT), OpenAI TTS
  • Knowledge: Embedding-based semantic FAQ search
  • Frontend: HTML/JS chat widget
  • Streaming: Server-Sent Events (SSE)
Tags: FastAPI LLM Chatbot OpenAI Voice AI Whisper
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© 2026 Nader Bennour. Senior AI & LLM Engineer — nader.info