product
Whitebox
Visual product attribute classification for ecommerce, built around transparent taxonomy-driven scoring and recommendations.
Case File
Whitebox
- ecommerce
- taxonomy
- recommendations
Ecommerce catalogs are full of ambiguous visual attributes that are easy for humans to see and painful for systems to classify consistently.
The useful unit is not a magical label. It is a visible taxonomy decision with enough reasoning that a merchandiser can challenge it.
A classification workflow that combines visual analysis, structured attributes, scoring, and recommendation logic without hiding the taxonomy.
A product direction where AI output becomes inspectable business infrastructure instead of a black-box content generator.
Trust grows when people can see the system's categories, not just the system's confidence.