You will get custom RAG pipeline using Python, FastAPI & vector databases

Name: You will get custom RAG pipeline using Python, FastAPI & vector databases
Availability: InStock

Muhammad H. Muhammad H.

4.8

Top Rated

Muhammad H. Muhammad H.

4.8

Top Rated

Project details

I will build a fully custom Retrieval-Augmented Generation (RAG) pipeline that makes your AI system smarter, faster, and more accurate. Using Vector Databases like FAISS and Weaviate, I create end-to-end solutions that help you search, index, and understand your private data with precision.

What you will get

• Custom RAG pipeline built for your exact use case
• Vector database setup using FAISS or Weaviate
• Chunking, embedding, indexing, and fast retrieval
• Integration with OpenAI, GPT-4/5, HuggingFace, LangChain, or LlamaIndex
• Secure ingestion of PDFs, Docs, text, or website content
• Real-time or batch retrieval workflows
• API integration for your app or chatbot
• Optimization for speed, accuracy, and memory usage
• Deployment on cloud (AWS, GCP, Azure) or local server

You get an AI engineer who builds clean, scalable, and production-ready RAG systems. I focus on real performance, not theory, so your system works smoothly in real life.

If you want a powerful RAG pipeline that understands your data, I am ready to build it.

Programming Languages

JavaScript, Python, TypeScript

Coding Expertise

Cross Browser & Device Compatibility, Performance Optimization, Design

What's included

Service Tiers	Starter $100	Standard $499	Advanced $1,000
Delivery Time	2 days	4 days	6 days
Number of Revisions	1	2	4
Design Customization
Content Upload
Responsive Design	-
Source Code	-	-

4.8

47 reviews

91% Complete

(43)

2% Complete

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4% Complete

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2% Complete

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1% Complete

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Claude Demos Loom/OBS Easy to work with and great communicator.

Full Stack Django Developer (Data & AI Integration)

Junior AI Engineer for MVP Development Hassan works efficiently. Practical and upfront.

If you need a Developer that works fast, consistent and knowledgeable, Hassan is your guy!

Chat/AI to Text Expert/AI to Video Working with Muhammad has been an excellent experience from start to finish. He is professional, responsive, and clearly committed to delivering high quality work. Communication was clear and consistent throughout the project — he asked smart questions up front, provided progress updates without being asked, and was always quick to respond when I had feedback or revisions.

Muhammad delivered exactly what I needed, on time and to a very high standard. He was flexible when the scope evolved, offered helpful suggestions based on his expertise, and never hesitated to go the extra mile to make sure everything was right.

I would not hesitate to hire Muhammad again for future projects and I highly recommend him to anyone looking for a reliable, skilled, and trustworthy freelancer on Upwork.

About Muhammad

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AI Full-Stack Developer | Python Developer | Django, RAG, LLM

100% Job Success

4.8 (47 reviews)

Faisalabad, Pakistan - 10:28 pm local time

I’m an AI Full-Stack Developer specializing in Python, FastAPI, Django, RAG, and LLM-powered applications. I’ve delivered 40+ full-stack web applications and implemented 15+ AI/ML features across SaaS platforms, voice AI systems, document-processing products, automation tools, and API-driven applications.

As a Top Rated Plus developer with 100% Job Success, $60K+ earned, and 2,800+ Upwork hours, I focus on building AI products that are practical, scalable, and ready for production.

🚀 What I Specialize In

AI & RAG Development
I build RAG applications that connect LLMs with your documents, databases, and business data to deliver accurate, context-aware responses.

✔ RAG Applications
✔ Retrieval Augmented Generation
✔ OpenAI & Claude Integration
✔ LLM Application Development
✔ Vector Databases
✔ Pinecone & Supabase
✔ Embeddings & Semantic Search
✔ Document Processing
✔ AI Knowledge Bases
✔ AI Agents
✔ Prompt Engineering
✔ Generative AI Applications

Python & Backend Development
A reliable AI product needs a strong backend. I build scalable Python systems, APIs, integrations, and business logic using FastAPI, Django, and Flask.

✔ Python Development
✔ FastAPI Development
✔ Django Development
✔ REST API Development
✔ API Integration
✔ PostgreSQL & Supabase
✔ Authentication & User Roles
✔ Stripe Payments & Subscriptions
✔ Webhooks & Third-Party Integrations
✔ Background Processing
✔ Database Architecture
✔ Existing Backend Improvements

AI SaaS & Full-Stack Development
I can take an AI product from backend architecture through the user-facing application, helping clients avoid coordinating separate AI, backend, and frontend developers.

✔ AI SaaS MVPs
✔ AI-Powered Web Applications
✔ Internal AI Tools
✔ React & Next.js Applications
✔ SaaS Dashboards
✔ Admin Panels
✔ Multi-User Platforms
✔ Subscription-Based Applications
✔ AI Feature Integration
✔ Existing SaaS Development
✔ Debugging & Performance Optimization
✔ Production Deployment

Voice AI & Conversational Systems
I also build real-time AI voice and conversational applications for customer communication, call automation, and intelligent workflows.

✔ AI Voice Agents
✔ Conversational AI
✔ Twilio
✔ ElevenLabs
✔ Deepgram
✔ Retell AI
✔ Vapi
✔ Speech-to-Text
✔ Text-to-Speech
✔ OpenAI Voice Workflows
✔ Call Automation
✔ Real-Time AI Integrations

🎯 Relevant Project Experience

• DataVersion — AI document-processing and RAG platform built with FastAPI, Next.js, Supabase, AWS, and Pinecone.

• Key2 — AI voice and telecom automation platform using Django, FastAPI, Twilio, ElevenLabs, OpenAI, and Deepgram.

• OpenHome — conversational Voice AI platform using Django, Vue.js, Deepgram, ElevenLabs, OpenAI, and AssemblyAI.

• PitchFit — AI-powered SaaS platform developed with Flask, FastAPI, React, and Express.js.

🛠 Core Technologies

• AI & LLMs: OpenAI, Claude, RAG, AI Agents, Embeddings, Vector Databases, Pinecone, Prompt Engineering
• Backend: Python, FastAPI, Django, Flask, Node.js, REST APIs
• Frontend: React, Next.js, Vue.js
• Voice AI: Twilio, ElevenLabs, Deepgram, Retell AI, Vapi
• Databases & Cloud: PostgreSQL, Supabase, MongoDB, Redis, AWS, Docker
• Automation: n8n, Make, Zapier, Webhooks, Third-Party APIs

⭐ Why Clients Hire Me
✔ Top Rated Plus
✔ 100% Job Success
✔ $60K+ earned on Upwork
✔ 2,800+ Upwork hours
✔ 40+ full-stack applications delivered
✔ 15+ AI/ML features implemented
✔ Strong Python, FastAPI, Django & AI experience
✔ Clear and responsive communication
✔ Full ownership from development to deployment
✔ Experience improving and completing existing applications

One client described me as the “best developer I have ever worked with on this platform.”

Another said: “If you need a Developer that works fast, consistent and knowledgeable, Hassan is your guy!”

Whether you need a RAG system, AI SaaS MVP, Python backend, AI agent, voice AI platform, or help improving an existing application, send me your requirements and current technology stack.

I’ll review what you need and recommend a practical path forward.

Steps for completing your project

After purchasing the project, send requirements so Muhammad can start the project.

Delivery time starts when Muhammad receives requirements from you.

Muhammad works on your project following the steps below.

Revisions may occur after the delivery date.

Share your projects details to get started

Review the work, release payment, and leave feedback to Muhammad.

Select service tier

Starter$100

Standard$499

Advanced$1,000

Delivery Time 2 days
Number of Revisions 1
- Design Customization
- Content Upload

2 days delivery — Aug 27, 2026

Revisions may occur after this date.

Upwork Payment Protection

Fund the project upfront. Muhammad gets paid once you are satisfied with the work.