This is an interesting approach. I've been skeptical of "AI shopping assistants" as they often just wrap existing APIs with minimal intelligence. Have you published any metrics on how much time your system actually saves compared to manual searches? Also curious about your data privacy model - are you storing user preferences locally or in the cloud? And do you have plans for an iOS version?