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Autonomous Sales Agent for E-commerce

Project Overview

This prototype replaces traditional search bars with a stateful AI Sales Agent that handles the entire shopping journey through natural language. Utilizing LangChain and GPT-4o, the agent intelligently maps user intent to real-time cart actions and application state updates. It moves beyond simple chat to create a truly agentic experience where the storefront reconfigures itself based on the conversation.

Key Features

Natural Language Interface

Full conversational control over the shopping experience.

Stateful Interactions

The agent remembers context and manages the cart across multiple turns.

Real-time Synchronization

Instant UI updates as the agent performs actions.

Technical Workflow

1
Intent Analysis

GPT-4o parses natural language to identify shopping intent and constraints.

2
Tool Execution

The agent calls specific functions to query products or modify the cart.

3
State Update

The application state is updated, triggering reactive UI changes.

Technical Specs

LangChain, GPT-4o, FastAPI, Next.js

Stateful Agentic Workflow

Internal R&D / Prototype

Dynamic State ManagementIntent & Constraint ExtractionReal-time Cart Synchronization

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