Virtual Closet
See it in motion.
The screen on the right is a snapshot of the actual working prototype — open it full-screen to browse the OOTD recommendations, check the Weekly Style Planner, and try the sustainability score for yourself.
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A mobile ecosystem connecting active wardrobe management, contextual outfit planning, and friction-free shopping in one place.
This was my capstone project, completed in two parts: Part 1 from June to September 2025, and Part 2 from April to June 2026.
Users regularly wear fewer than half the items in their closets. That gap drives daily decision fatigue and outfit-coordination anxiety.
Dashboard split into two zones — Upload Clothes and Get Outfit Suggestions — to separate passive wardrobe management from active decision-making. Added an Outfit of the Day module using live weather data so suggestions felt contextually relevant rather than generic.
Early plans included a 3D Virtual Try-On avatar simulator. I parked it deliberately (kept as a future-tier placeholder) to protect quality on three core pillars: closet logging, outfit matching, and sizing trust.
Sizing recommendations are grounded in the user's own closet brands (not abstract percentages) — designed to reframe what would otherwise be a black-box calculation into personal, trustworthy advice.
Based on a single 5-person usability study — directional, not statistically representative.
Learned to ruthlessly prioritize fixes by impact (11 friction points trimmed to 5), document design rationale in real time, over-recruit for usability sessions, and treat intentional omission as a design skill, not a shortfall.