Web App · 2026
Precision fit recommendation app. Tell it your body, your style, your fit preferences and get matched pieces from brands you actually want to wear.
Role
Product Designer
Platform
Mobile Web (PWA)
Stack
Next.js · TypeScript · Tailwind
Status
Prototype
Problem
Not style. Not color. Just fit. Online shoppers can't try clothes on, and sizing is inconsistent across every brand. The result is returns, waste, and frustration.
Research
Online clothing returns due to wrong fit
37%
Coresight Research, 2023
Shoppers frustrated by inconsistent sizing across brands
71%
Narvar Consumer Report, 2023
Annual cost of fit-related returns in the US
$7B
National Retail Federation, 2023
Case Study
Process
Mapped the top reasons for online clothing returns. Fit dominates at 37%. Style and color together account for less than 15%.
Compared size charts from 12 brands. A "Medium" varies by up to 4 inches across brands. No universal standard exists.
Tested 3 input flows: quiz, form, and conversational. The 4-step structured form completed in under 90 seconds with the highest completion rate.
Built a scoring system that weights body measurements, style preferences, fit type, and occasion to match against a product database.
Screens
01 · Body
02 · Style
03 · Fit
04 · Review
Results
Buy or find in store
Each recommendation includes a direct link to buy online and a store locator showing nearby locations with stock status.
Product detail
Shop & store
Solution
01
4-step onboarding
Body, style, fit, review. Each step is one focused screen. No account required, data stays on device.
02
Scored recommendations
Three product matches ranked by fit confidence. Each shows brand, price, match reason, and a fit description.
03
Buy or find in store
Each result includes a buy link to the brand site and a store locator with stock status and directions.
Design decisions
Color palette
Paper
Sand
Warm
Accent
Ink
Stone
Mid
Typography
Heading
Aa
DM Serif Display
Serif · Display · Editorial
Body
Aa
Inter
Sans-serif · UI · Labels
01
Warm linen palette, zero border-radius. Editorial aesthetic signals quality. Not a fast-fashion tool.
02
No account creation. Profile saves to localStorage. Results in under 90 seconds without signing up.
03
Three results maximum. More options increase decision fatigue. Each match is justified with a reason.
Outcome