I will build an ai chatbot that answers from your documents using rag

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mo_ashraff2
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Mohamed Ashraf

About this gig

Do you have documents your team keeps digging through manuals, contracts, reports, textbooks? I'll build you an AI chatbot that answers questions from them directly, in plain language.

Most "chat with PDF" tools guess. Mine are built to be accurate:

Hybrid search combines meaning-based and keyword search so exact names, codes and numbers aren't missed

Grounded answers replies come from your documents, not the model's imagination

Measured quality I evaluate retrieval accuracy with RAGAS instead of hoping it works

Handles scanned PDFs with built-in OCR

What you get: clean, documented code you fully own, a working API or UI, and setup instructions.

I'm an AI engineer building production AI systems used by real customers multi-agent assistants, RAG pipelines, and fine-tuned models. My RAG backend scores 0.89 faithfulness and 0.93 context recall on formal evaluation.

I also work in Arabic including dialects if your content isn't in English.

Not sure which package fits? Message me with what you're trying to build and I'll tell you honestly what it needs.

Get to know Mohamed Ashraf

Mohamed Ashraf

AI Engineer

  • FromEgypt
  • Member sinceMay 2026
  • Languages

    English, Arabic
I build AI that ships to real users — RAG systems, AI agents, and LLM chatbots that work in production, not just demos. At KBLabs I build multi-agent WhatsApp assistants for live customer conversations, grounded in real data with anti-hallucination guardrails. What I can build for you: Chat with your docs & data (RAG) AI agents & workflow automation Chatbots (web, WhatsApp, support) LLM fine-tuning & deployment Native Arabic speaker — AI that works in Arabic, not just English. Tell me what you need built and I'll tell you how I'd approach it.

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