I will build a production ready ai chatbot or rag system


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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.
Conoce a Muhammad Nabeel
Full Stack Developer I Build Web Apps and AI Tools with a Spec Driven Approach
- DePakistán
- Miembro desdesep 2023
- Responde aprox. en:1 hora
Idiomas
Urdu, Inglés, Español, Francés

