I will build a custom rag chatbot for your documents and knowledge base


About this gig
Build an AI assistant that answers questions using your own documents and knowledge base instead of relying only on general model knowledge.
I develop custom RAG (Retrieval-Augmented Generation) chatbots for internal knowledge, customer support, document search, FAQs, manuals, policies, and business information.
Depending on the package, your solution can include:
PDF, DOCX, text, and knowledge-base processing
Document chunking and embeddings
Semantic search and retrieval
OpenAI / ChatGPT integration
LangChain and FAISS-based RAG workflows
Prompt and retrieval tuning
Source-grounded answers
API or website integration
CRM or database integration for advanced projects
User authentication and multilingual support
Testing, error handling, and source code
My workflow:
- Review your documents and use case
- Build the retrieval and LLM pipeline
- Test answer quality and retrieval accuracy
- Deliver the working solution and source code
Please contact me before ordering if you have a large document collection, complex integrations, OCR requirements, or a custom deployment environment.
Get to know Eduard K
AI LLM Engineer, RAG, Voice AI, Agents, Python Backend
- FromRussia
- Member sinceAug 2026
Languages
Ukrainian, Russian, English
My Portfolio
FAQ
What document formats can you use for the RAG knowledge base?
I can work with PDF, DOCX, TXT, structured text, and other common document sources. If your files are scanned images or require OCR, please contact me before ordering so I can review the document quality and scope.
Will the chatbot answer only from my documents?
Yes. The RAG workflow can be configured to ground answers in your provided knowledge base and avoid unsupported responses. Retrieval and prompt behavior will be tested and tuned for your use case.
How many documents can I provide?
This depends on the number, size, format, and complexity of the documents. Small document collections can fit the Basic package. Please contact me before ordering for large knowledge bases or many files.
Can you integrate the RAG assistant with my website, API, CRM, or database?
Yes. Website and API integrations are supported, and advanced projects can include CRM or database integration. Please contact me before ordering if your project requires custom third-party systems.
Will I receive the source code?
Yes. Source code is included in all three packages. I also provide the core setup needed to understand and continue working with the delivered solution.
Do I need my own OpenAI API key?
For a production deployment, you should use your own API account and key so you retain control of usage and billing. API usage fees are not included in the Gig price.

