I will integrate openai and build rag chatbots for your web app


About this gig
I add focused AI features to web applications using OpenAI or Anthropic APIs.
Basic covers one text-based API function in your existing app, such as summarization. Standard is a RAG API that answers questions using up to 20 text documents, 200 pages total, with source citations. Premium adds a React chat interface, authentication and chat history to the same document scope.
I've worked on RAG-based document generation, retrieval, citations and document integrations in production software. We'll agree on the inputs, expected outputs and citation format before starting.
You'll receive source code, setup instructions and checks for the agreed behavior. Model usage fees, hosting, deployment, scanned-document processing and maintenance are separate. Revisions cover the original scope; new features need a separate offer.
Message me with your use case and current stack before ordering.
Get to know Yurii K
FullStack Developer
- FromPoland
- Member sinceSep 2026
- Avg. response time1 hour
Languages
Ukrainian, Russian, English
FAQ
Can you integrate AI into my existing app?
Yes. Share your current stack and the point where the feature should be added. Basic covers one text-based API function.
Does Basic include a chatbot or document search?
Basic includes one text-based API function. Document retrieval starts with Standard, and a React chat interface is included in Premium.
What documents can the RAG system use?
Up to 20 text-based documents, 200 pages total. Scanned documents, OCR, additional files and automatic document connectors need a separate scope.
Do I need my own API account?
Yes. You provide an OpenAI or Anthropic account and cover model usage fees. Hosting and deployment are separate. We will arrange secure test access after confirming the task.
Will the chatbot always give correct answers?
AI models can make mistakes. Source citations help you check the answers. We will agree on example questions and expected behavior for validation.
