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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.

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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.

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Architecture

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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.

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Skills picked up

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