RAG Pipelines & AI Knowledge Bases

Retrieval-Augmented Generation systems that let your data power accurate, grounded AI answers — integrated with n8n for automation.

RAG & AI Agents

Service Overview

I build RAG systems that connect your documents, databases, and APIs to large language models — giving you accurate, source-cited answers rather than hallucinations. I also wire these pipelines into n8n for no-code automation and scheduling.

  • Document ingestion — PDF, DOCX, HTML, Notion, Google Drive
  • Vector store setup: ChromaDB, Pinecone, pgvector
  • Hybrid search (semantic + keyword BM25)
  • Re-ranking and context compression for accuracy
  • n8n workflow integration for scheduled re-indexing
  • REST API endpoint for your frontend or Slack/Teams bot
  • Evaluation with RAGAS metrics

Key Features

Document Q&A

Vector Search

n8n Automation

Hybrid Retrieval

RAGAS Evaluation

Why Choose This Service

Fast Turnaround

Quick delivery without compromising quality

Quality Assured

Thorough testing and code reviews

Ongoing Support

30 days post-delivery support included

What You'll Get

Clean Code

Well-documented, maintainable code

Version Control

Git repository with commit history

Documentation

Comprehensive technical docs

Deployment

Production deployment support

Our Proven Process

A systematic approach to deliver exceptional results every time

1

Discovery

In-depth consultation to understand your goals, requirements, and vision

1-2 days
2

Planning

Detailed project roadmap with milestones, timelines, and deliverables

2-3 days
3

Development

Agile development with regular updates and progress reviews

3–7 weeks
4

Delivery & Support

Deployment, training, and 30 days of post-launch support

Ongoing

Daily Updates

Get progress reports every day

Code Reviews

Quality checks at every stage

Fast Delivery

On-time project completion

What Clients Say

Real feedback from people I've worked with

"

Rahim built our eCommerce platform and Facebook automation system from scratch. Customer engagement went up 40% within the first month. His AI integration skills and clean Django code made a real difference to our business operations.

S
Saree3co Team
Founder & Operations Head, Saree3co
"

Rahim developed a comprehensive Django management system for our Italian operations. His ability to handle complex multi-language data workflows and deliver on time was outstanding. We've recommended him to two other Italian firms.

M
Marco Bianchi
Project Manager, UbanDesign
"

Rahim built a LangGraph multi-agent system that pulls from our internal docs and answers engineering questions with cited sources. It's become our primary internal knowledge assistant and saves the team hours every day.

J
James Carter
Lead Developer, AI Innovations Lab
"

Rahim delivered a full-featured Django eCommerce platform in 6 weeks. Cart, Stripe payments, and admin panel work flawlessly. Our conversion rate improved 25% after the launch — exactly what we needed.

A
Ayesha Rahman
Startup Founder, MarBlazeShop

Ready to Get Started?

Let's discuss how RAG Pipelines & AI Knowledge Bases can help you achieve your goals. Get a free consultation today.