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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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Victoria — Voice AI for Dormero Hotels

  • Created By: Nader Bennour
  • Date: 2025
  • Categories: Content
  • App Link: victoria.nader.info
Viktoria is an AI-powered voice agent that handles Tier-1 customer inquiries for Dormero Hotels. Guests call in and speak naturally — the system understands their question, searches a semantic knowledge base, and responds in real-time via voice. A Control Center dashboard lets hotel staff monitor every call, track feedback, and manage the knowledge base.
The system processes calls end-to-end: speech recognition via Whisper, intent handling with GPT-4o, knowledge retrieval from ChromaDB, and voice synthesis — all in under 2 seconds per turn. The dashboard tracks call volume, average duration, resolution rates, and guest satisfaction over time.

Technical Highlights

  • Real-time voice calls via ElevenLabs Conversational AI and WebRTC
  • Semantic knowledge base powered by ChromaDB with automatic embedding
  • Call analytics dashboard — volume trends, duration, resolution rates
  • Feedback tracking system with per-call ratings
  • FastAPI backend with SQLAlchemy + SQLite for call persistence
  • Next.js 14 frontend with TypeScript and Recharts visualizations

Stack

  • Voice: ElevenLabs Conversational AI
  • Backend: Python, FastAPI, SQLAlchemy
  • Frontend: Next.js 14, TypeScript, Tailwind CSS
  • Knowledge: ChromaDB vector database
  • Charts: Recharts
Tags: ChromaDB ElevenLabs FastAPI Next.js RAG Voice AI
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© 2026 Nader Bennour. Senior AI & LLM Engineer — nader.info