Rosenverse
Optimizing AI Conversations: A Case Study on Personalized Shopping Assistance Frameworks
Tuesday, June 10, 2025 • Designing with AI 2025
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Optimizing AI Conversations: A Case Study on Personalized Shopping Assistance Frameworks
Speakers: Kritika Yadav
Link:

Summary

The Challenge Users engaging with the AI shopping assistant often felt constrained by limited options, excessive follow-up questions, and a lack of personalization. These shortcomings led to user fatigue, misunderstandings, and a subpar shopping experience. Insights from user research (UXR) and transcripts revealed that users wanted more intuitive, human-like interactions that catered to their unique needs. The Solution A robust, adaptable framework was designed to transform AI conversations into sales-like consultations. By breaking user queries into three core components—use-case, constraints, and preferences—the framework enabled the bot to understand intent and deliver relevant, personalized results. Key enhancements included: Allowing users to skip questions and navigate freely. Providing contextual help for technical queries. Transitioning to open-ended interactions after gathering essential details to prevent over-questioning. Displaying diverse and curated results aligned with user preferences.

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