You will get AI Knowledge Base Agent (RAG) Bulk Document Uploads with n8n


Project details
Automate your knowledge base with an AI-powered RAG (Retrieval-Augmented Generation) agent. I’ll build an n8n workflow that embeds your documents into a vector database and connects with an AI model (e.g., GPT) for smart, accurate answers. Scalable to hundreds of files, perfect for support, research, or internal knowledge management.
AI Algorithms
Large Language Model, Long Short-Term Memory Network, Recurrent Neural Network, Transformer ModelAI Applications
AI Chatbot, Conversational AI, Natural Language Generation, Natural Language UnderstandingAI Development Language
PythonAI Tools
Azure OpenAI, Hugging Face, PyTorch, TensorFlowAI Models
ChatGPT, GPT-3, GPT-4What's included
| Service Tiers |
Starter
$120
|
Standard
$300
|
Advanced
$500
|
|---|---|---|---|
| Delivery Time | 5 days | 8 days | 12 days |
Number of Revisions | 1 | 2 | 3 |
AI Model Integration | - | - | - |
Batch Normalization | - | - | - |
Database Integration | - | - | - |
Detailed Code Comments | - | - | |
Image Upscaling | - | - | - |
MLOps | - | - | - |
Model Deployment | - | - | |
Model Documentation | - | - | |
Model Monitoring | - | - | |
Model Testing & Optimization | - | - | |
Model Tuning | - | - | |
Natural Language Processing | - | - | - |
NLP Tokenization | - | - | |
Pre-Training | - | - | - |
Prompt Engineering | - | - | |
Setup File | - | - | - |
Source Code | - | - |
Frequently asked questions
About MUHAMMAD HAMZA
AI Automation Engineer | n8n Workflows, RAG Agents & API Integrations
Lahore, Pakistan - 11:52 pm local time
🔹 What I Do Best
Workflow Automation – Custom n8n workflows for data extraction, lead generation, inbox/email automation, and CRM integration.
AI Agents & Assistants – RAG agents, chatbots, sales assistants, AI calling agents, resume screeners, and MCP-powered flows.
Data Pipelines & ETL – Automating data mining, extraction, transformation, and management with vector databases and re-rankers.
Local AI Hosting – Deploying private, cost-effective AI solutions using Ollama and Docker.
🔹 Why Clients Hire Me
✅ Proven success helping businesses cut manual workload by up to 60%.
✅ Expertise in combining AI + Automation + APIs into seamless workflows.
✅ Flexible solutions — from cloud-based setups to fully self-hosted AI agents.
💡 If you need someone who can transform repetitive tasks into smart, automated workflows and bring AI-powered efficiency to your business, let’s connect.
Steps for completing your project
After purchasing the project, send requirements so MUHAMMAD HAMZA can start the project.
Delivery time starts when MUHAMMAD HAMZA receives requirements from you.
MUHAMMAD HAMZA works on your project following the steps below.
Revisions may occur after the delivery date.
Review Documents & Set Up Database
I’ll review your provided documents and configure the vector database (e.g., Pinecone or Supabase) to prepare for seamless integration.
Build Workflow for File Embeddings
I’ll create an n8n workflow that processes and embeds your files automatically, scaling from a few documents to hundreds with ease.