01 / Business Problem
The product looks ordinary, so users cannot read quality, trust, or brand difference at first glance.
Visual commerce
Testing how different visual languages shift product perception, trust, and click intent.
01 / Business Problem
The product looks ordinary, so users cannot read quality, trust, or brand difference at first glance.
02 / Market Signal
As categories become crowded, visual quality becomes the first signal users use to decide whether to stay.
03 / Hypothesis
If visual language is defined before AI asset production, click intent and brand memory can improve together.
04 / AI Assets
Product image directions, scene visuals, texture vocabulary, ad templates, and generation prompts.
05 / Funnel Role
Owns the first layer of attention and trust before the user reads the product story.
06 / Learning
Visuals are not decoration. They are the trust entrance before conversion.
07 / Reusable System
A reusable visual generation standard: style vocabulary, composition rules, asset templates, and AI production flow.