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


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
AI Engineer
- FromEgypt
- Member sinceMay 2026
Languages
English, Arabic
My Portfolio
FAQ
Can it handle Arabic documents?
Yes. I'm a native Arabic speaker and have built Arabic OCR and Arabic-language AI assistants, including dialect handling.
Do I need to give you API keys?
For development I can use my own. For deployment you'll use your own OpenAI key so you control costs.
What if my PDFs are scanned images?
Handled. The pipeline falls back to OCR automatically.
Do I own the code?
Fully. You get the complete source with documentation.

