Predictive Returns
AI model forecasts return risk per product, size & channel
AI Model
Velvet Blazer
Velvet Blazer
VBZ-BRG · Burgundy
$385 retail · AW26 · 14 units left
Current Return
25%
Within Range
→
Predicted Return
0%
High Risk
AI Insight: Size S accounts for 62% of all returns. Feedback: "Runs small." Relabel S→XS next production run. Est. savings: $12.6k/season.
Predicted Return Rate by Size
XS
12%
—
S
62%
Runs small
M
28%
Fit
L
8%
—
XL
5%
—
Top Return Drivers
Size S mismatch — measurements align with industry XS
62%
Nordstrom channel — 2.1x higher return rate than DTC
34%
Photo mismatch — color appears darker online vs. in-hand
18%