Agentic Commerce (POC)

Agentic Commerce (POC)

Personalized storefront with guided discovery, purchase and scheduling support using agentic AI & RAG

Personalized storefront with guided discovery, purchase and scheduling support using agentic AI & RAG

Overview

A friendly, conversational storefront agentic experience that helps visitors complete bookings or purchases with confidence. It reduces friction in discovery and checkout and lowers the merchant support burden.

Smaller merchants often struggle with managing and servicing customer queries which often involves seemingly endless back‑and‑forth communication over phone or chat, which disrupts the customer journey and overloads support teams.

To address this, I built a RAG‑powered agentic assistant that retrieves merchant content from a vector index and generates concise, grounded replies in the user's language. The system links that conversational layer to UI components (product cards, variants, and prefilled forms) and uses natural‑language intent classification to route actions and produce AI responses, enabling bookings and purchases within a coherent conversation.

The result is a streamlined, integrated experience that surfaces factual answers, pre‑fills customer details, guides checkout, reduces repetitive support requests, and improves completion rates.

Agentic Commerce

The Agentic AI Assistant delivers a friendly, personalized, and intelligent conversational experience that helps visitors discover products, check availability, and complete purchases or bookings with confidence.

It interprets each customers intent, maintains context and state, and autonomously searches, compares, negotiates, and calls external functions (APIs/tools) as needed.

The assistant returns composable UI components and concise, context-aware responses that summarize status, show images/links, and suggest next actionsremoving friction across discovery, checkout, and postpurchase interactions to boost conversion and satisfaction.

Response Generation Process

Response Generation Process

Intent
Classification

Uses natural language processing and chain-of-thought reasoning to process user input, identify user’s intended goal and map the input to a specific intent.

Uses natural language processing and chain-of-thought reasoning to process user input, identify user’s intended goal and map the input to a specific intent.

Autonomous
Agents

Uses RAG to perform visual product discovery and autonomously search, compare, negotiate, purchase, and schedule on the user’s behalf.

Uses RAG to perform visual product discovery and autonomously search, compare, negotiate, purchase, and schedule on the user’s behalf.

Function
Calling

Invoke predefined functions to interact with external tools, databases, and APIs for end-to-end management from discovery through post-purchase.

Invoke predefined functions to interact with external tools, databases, and APIs for end-to-end management from discovery through post-purchase.

Context
Awareness

Manage state and personalize recommendations using conversation history, product interactions, preferences, profile, budget, inventory, and other user data.

Manage state and personalize recommendations using conversation history, product interactions, preferences, profile, budget, inventory, and other user data.

Component
Matching

Uses prompt injection and update composable, reusable, modular UI components that are actionable, to enable direct interaction or conversational follow-ups.

Uses prompt injection and update composable, reusable, modular UI components that are actionable, to enable direct interaction or conversational follow-ups.

Response
Generation

Summarize the current customer-journey status and function outputs, and deliver a concise response with relevant UI components, images, links, and suggested next actions.

Summarize the current customer-journey status and function outputs, and deliver a concise response with relevant UI components, images, links, and suggested next actions.

Interface Features

Interface Features

Chat Interface Features

Chat Interface Features

Description

Description

Non- Linear Multi-turn conversation

Non- Linear Multi-turn conversation

Users can freely shift topics, ask tangential questions or interact out of a prescribed sequence

Users can freely shift topics, ask tangential questions or interact out of a prescribed sequence

Suggested Actions

Chatbot suggests related contextual actions so user can continue the conversation with ease

Chatbot suggests related contextual actions so user can continue the conversation with ease

Context Preservation

Chatbot preserves the context so it can respond to follow up questions with additional details

Chatbot preserves the context so it can respond to follow up questions with additional details

Modular Actionable Components

Modular Actionable Components

AI uses appropriate modular multimodal components for presenting information

AI uses appropriate modular multimodal components for presenting information

Smart Menu

Smart Menu

List conversation starters based on the most shop commerce scenarios for user to select from

List conversation starters based on the most shop commerce scenarios for user to select from

This agentic commerce chatbot (Proof of Concept) handles complex queries by classifying them with predefined intents and invoking the appropriate tools to fetch relevant information.

Using context engineering for state management and conversation history, it becomes context-aware and delivers intelligent, personalized recommendations and suggestions.

The assistant supports free-flow, multi-turn conversations and presents results through modular visual components for a seamless, end-to-end shopping experience.

Let's Connect

Ready to bring your vision to life or just want to have a coffee chat? I'm here to listen, collaborate, and craft design solutions that resonate.

Let's Connect

Ready to bring your vision to life or just want to have a coffee chat? I'm here to listen, collaborate, and craft design solutions that resonate.

Let's Connect

Ready to bring your vision to life or just want to have a coffee chat? I'm here to listen, collaborate, and craft design solutions that resonate.

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