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I will build a rag chatbot on your documents

M
mohamad_shybly
M
mohamad_shybly
M. Shybly

About this gig

Stop wasting time with chatbots that sound confident but are wrong. Ill build a RetrievalAugmented Generation (RAG) assistant that answers using your PDFs, docs, FAQs, or knowledge baseso responses stay grounded and auditable.

Youll receive: ingestion + text extraction, chunking strategy, embeddings + vector store, a chat/Q&A API, and source citations so users can verify answers. For higher tiers, Ill add evaluation prompts to measure quality over time and guidance for production rollout.

Use cases: customer support deflection, internal knowledge assistant, onboarding bot, SOP/policy Q&A, product documentation assistant.

Send your docs + desired workflow and Ill propose the cleanest MVP that can grow into production.

Get to know M. Shybly

M. Shybly

Let me solve your problems

  • FromGermany
  • Member sinceSep 2023
  • Languages

    English, Arabic, German
I build websites and mobile apps that are fast, reliable, and easy to use. With over five years of experience, I’ve helped businesses turn their ideas into apps and platforms that work smoothly for their customers. I focus on creating solutions that load quickly, handle lots of users without issues, and are simple to manage. Whether you need a professional website, an online store, or a mobile app, I can design, build, and deliver it from start to finish. My goal is to solve your problems with technology and make sure you get results that help your business grow.

My Portfolio