Case study / / 4 min read

A Thai-first storefront agent

Deepanshu Pal

Product advice spans many categories and languages. A search result alone cannot respond to a shopper's constraints or carry a support conversation.

Editorial image, not a client photograph

Context

An unnamed large Southeast Asian retailer.

Problem

Product advice spans many categories and languages. A search result alone cannot respond to a shopper's constraints or carry a support conversation.

What was built

Inline product cards and comparisons, a live catalog connection, language-curated product copy, support integration and a contextual human handoff.

What is evidenced

The agent handles real production conversations. The client name and hard numbers are not public. No conversion lift, revenue result or language benchmark is claimed here.

How the work moves

  1. 01

    Ask in your language

  2. 02

    Find available products

  3. 03

    Compare and choose

  4. 04

    Get help when needed

The next read / Manifesto

The machine customer.

Commerce has a new reader. What changes when that reader can buy?

Read the manifesto