> ## Documentation Index
> Fetch the complete documentation index at: https://manojjahgirdar.com/llms.txt
> Use this file to discover all available pages before exploring further.

# E-commerce analysis AI Agent

> An AI Agent that can analyze e-commerce patterns such as customer behavior to identifying trends in product sales and feedback.

## About

The e-commerce analysis agent is a Large Language Model(LLM) powered system, that has integration with database, vectorstore to retrieve both structured & un-structured data, reason through it and provide meaningful insights.

## Overview

In the e-commerce domain, the role of AI agents is particularly transformative. With vast amounts of customer data, transaction records, and product information, e-commerce businesses often struggle to derive actionable insights. By leveraging AI agents, these businesses can automate data analysis, uncover purchasing patterns, and optimize strategies for marketing, inventory, and customer engagement.

## Architecture

<img height="300" className="block dark:hidden" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ecommerce/e-commerce-agent-light.jpg?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=2da295cb072d7a57fed3edb3e7fe9c6f" data-path="images/ecommerce/e-commerce-agent-light.jpg" />

<img height="300" className="hidden dark:block" src="https://mintcdn.com/test-322d7d77/f5y8mvkopittuTCK/images/ecommerce/e-commerce-agent-dark.jpg?fit=max&auto=format&n=f5y8mvkopittuTCK&q=85&s=288790dbfbaac02c692bcefb8f1e65af" data-path="images/ecommerce/e-commerce-agent-dark.jpg" />

## Solution

* **Data insights:** Get insights from customer purchase history, social media mentions and more.
* **Data Utilization:** Leverages structured data (SQL tables) and unstructured data (text) to generate insights using LLMs.
* **Scalability:** Easily extendable across different domains.

## Demo Link

* [Live Link](https://ecomfrontend.1uijsxnqve2c.us-south.codeengine.appdomain.cloud/)

## GitHub Link

* [Repository](https://github.com/manojjahgirdar/e-commerce-analysis-ai-agent)

## Skills picked up

* LangGraph, multi-agent orchestration
* Text2SQL with Large Language Models (LLMs)
* Long-term & Short-term memory