I will build a rag knowledge base chatbot with cited answers

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slonce70
S
slonce70
Andrii K.

About this gig

I will build a practical retrieval-augmented generation chatbot for document search, source-aware answers, structured extraction, classification, or summarization.


The solution can connect an LLM API to your approved documents, database, website export, or business workflow. I focus on predictable inputs, useful citations, structured outputs, error handling, and a small evaluation set instead of promising perfect AI results.


I begin by defining representative questions, source formats, and the exact answer format. Each package covers one focused use case within its listed data-source and integration limits.


Model usage fees, data labeling, large-scale crawling, guaranteed factual accuracy, and a polished customer-facing frontend are not included unless separately agreed. I do not build deceptive impersonation or legal, medical, or financial decision systems.


Please share sample data and expected answers before ordering if the source set is complex.

Get to know Andrii K.

Andrii K.

Python Automation, Web Scraping and AI Integrations

  • FromUkraine
  • Member sinceNov 2022
  • Languages

    English, Ukrainian, Russian
Automation developer with 10 years of freelance delivery. I build reliable Python automation, public-data web scrapers, API integrations, bots, and AI-powered workflows. Projects include marketplace analytics, Telegram bots, FastAPI services, browser automation, and tested full-stack AI products. Tools: Python, JavaScript/TypeScript, Playwright, REST APIs, PostgreSQL, Docker, Gemini API, Claude Code, and OpenAI Codex. You get honest feasibility, clear scope, maintainable code, documentation, and fast async communication in written English. Available for remote projects and long-term support.

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