Advent Calendar Day 11: How AI Agents Handle Special Occasions

This December, I'm showing how naive chatbots fail and how AI agents make shopping easier.
We've seen naive chatbots fail at clarifying questions, context shifts, numerical requirements, multiple requests in one query, price filters, style suggestions, unavailable colors, negations, new color requirements and multi-color requests.
Today, we focus on how agent handle special occasions.
When a customer says, "I need women's shoes for a gala night", a naive chatbot returns casual items.
An AI agent, however, understands the need for formal shoes, filtering the database to find elegant heels perfect for the occasion.









