Generative AI developer

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Service Description

Generative AI Developer | RAG Chatbots | FastAPI Backend

I am a Generative AI Developer specializing in building intelligent, production-ready AI solutions that help businesses automate workflows, improve decision-making, and deliver smarter user experiences.

I have hands-on experience in designing and deploying RAG (Retrieval-Augmented Generation) chatbots, AI backends, and scalable APIs using modern AI and backend technologies.

? What I Offer

RAG-Based Chatbots

Custom knowledge-based chatbots

Document, PDF, and database-powered AI assistants

Optimized prompt engineering and retrieval pipelines

LangChain, LangGraph & LangSmith

Multi-step AI workflows with LangGraph

Debugging, tracing, and optimization using LangSmith

Reliable and scalable LLM pipelines

FastAPI Backend Development

Secure and high-performance CRUD APIs

AI-powered backend services

Clean, modular, and scalable architecture

Testing & Quality Assurance

Automated testing with Pytest

API testing and validation using Postman

Ensuring stability and production readiness

? Tech Stack

Python, LangChain, LangGraph, LangSmith, FastAPI, FAISS / Vector Databases, Hugging Face, Pytest, Postman

? Why Choose Me?

? Production-focused AI solutions
? Clean and well-documented code
? Strong backend + AI integration skills
? Testing-first development approach

If you’re looking to build smart AI chatbots, AI-driven APIs, or scalable backend systems, I’d be happy to collaborate and turn your idea into a working solution.

? Let’s build intelligent solutions together.

Technology Used

Python, LangChain, LangGraph, LangSmith, FastAPI, FAISS / Vector Databases, Hugging Face, Pytest, Postman

Frequently Asked Questions

Frequently Asked Questions (FAQs)
1. What type of AI solutions do you specialize in?

I specialize in Generative AI solutions, particularly RAG (Retrieval-Augmented Generation) chatbots, AI-powered backends, and intelligent automation using LangChain, LangGraph, and LangSmith.

2. Can you build custom chatbots using my own data?

Yes. I can build custom AI chatbots trained on your documents, PDFs, databases, or internal knowledge bases, ensuring accurate, secure, and context-aware responses.

3. Do you develop backend APIs for AI applications?

Absolutely. I develop scalable CRUD and AI-driven APIs using FastAPI, designed for performance, maintainability, and easy integration with web or mobile applications.

4. How do you ensure the quality and reliability of your APIs?

I use Pytest for automated testing and Postman for API validation to ensure your application is stable, secure, and production-ready.

5. Can you improve or debug an existing AI system?

Yes. I can optimize, debug, and enhance existing AI pipelines using LangSmith for tracing, performance analysis, and error identification.

6. Do you provide deployment-ready solutions?

Yes. I deliver clean, well-documented, and deployment-ready code that can be hosted on cloud platforms or integrated into your existing infrastructure.

7. Is my data secure when building RAG chatbots?

Yes. Data privacy and security are a priority. Your data is handled securely, and models can be configured to avoid storing sensitive information.

8. What information do you need to start a project?

Typically, I need:

Project requirements or use case

Data source (documents, database, or APIs)

Expected features and scale


9. Do you offer post-delivery support?

Yes. I provide post-delivery support for bug fixes, improvements, and feature enhancements, depending on the project scope.

10. Can you work with startups and enterprise projects?

Yes. I work with startups, small businesses, and enterprise teams, delivering scalable AI solutions tailored to their needs.

Muhammad Shaheer Ali

Tags

Generative AI RAG Chatbot LangChain LangGraph LangSmith FAISS Vector Database AI Chatbot Development LLM Applications FastAPI CRUD API Backend Development Python AI Backend API Testing Pytest Postman AI Automation

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