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Case study

Apex — Multi-Agent Shopping Advisor

A multi-agent shopping advisor with retrieval and real-time streaming responses.

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Overview

Apex is a multi-agent shopping advisor that orchestrates specialized agents with LangGraph, retrieves product knowledge via FAISS, and reasons with Gemini — streaming recommendations to the user in real time.

Shoppers want tailored guidance across large catalogs, not keyword search.

A LangGraph multi-agent system with FAISS retrieval and Gemini reasoning, orchestrated for real-time streaming recommendations.

Technology

LangGraph · FAISS · Gemini · Python · Multi-Agent