I will build a production ready ai chatbot or rag system


About this gig
I design and build AI chatbots and RAG systems the way a spec-driven engineer should:
plan first, build second, no guesswork in between.
Most "AI chatbot" gigs on Fiverr wrap a basic prompt in a chat UI. I build systems that
actually retrieve and reason over YOUR data accurate, source-grounded answers, not
hallucinated ones. I've shipped a working RAG system that lets users query full textbook
content with real accuracy.
How I work:
Before writing a single line of code, I write a short technical spec what data sources
are used, how retrieval works, what the chat flow looks like. You approve it, then I build
it using an AI-assisted engineering workflow (Claude Code) that lets me move fast without
cutting corners on architecture.
What I can build:
RAG systems with vector search (Pinecone, Supabase pgvector, Chroma)
Chatbots powered by Claude, OpenAI, or Gemini
Multi-document knowledge bases
Custom chat UI or embeddable widget
Multi-language support (including Roman Urdu)
Stacks I use: Next.js/TypeScript, Python/FastAPI, Node.js whichever fits your existing
system best.
Send me your use case before ordering and I'll tell you exactly which package and stack
makes sense.
Get to know Muhammad Nabeel
Full Stack Developer I Build Web Apps and AI Tools with a Spec Driven Approach
- FromPakistan
- Member sinceSep 2023
- Avg. response time1 hour
Languages
Urdu, English, Spanish, French

