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LLM & generative AI

First-generation AI shopping assistant

Conversational assistant that guides users on what to buy. One of Tokopedia's first generative-AI products.

What it is

A conversational AI shopping assistant that helps users figure out what to buy.

What it's for

At a moment when most e-commerce companies were still watching ChatGPT, Tokopedia wanted to ship. The assistant had to feel genuinely useful to a shopper while staying safe, on-brand, and constrained around the catalog at scale.

How it was built

Built on GPT via Azure with instruction tuning targeted at safe and inspirational responses. Tuned for relevance to the shopper's intent, constrained around catalog reality, and integrated into Tokopedia's shopping flows.

My role

Sole author. Shipped as one of Tokopedia's earliest generative-AI products.

Built with
GPTAzure OpenAIInstruction tuningPrompt engineeringPython

Want the full technical depth, the tradeoffs, what broke, what I'd do differently? Ask the agent about this project.