BUYOLOGY · FIT INTELLIGENCE
Fit Genome
Fit and size behavior intelligence.
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Live · Size analytics
Size demand from active upload
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01 · Sell-through
Size Sell-Through Analysis
XS
79%
142 sold · 38 on hand
Low stock
S
86%
318 sold · 52 on hand
Low stock
M
84%
524 sold · 96 on hand
Healthy
L
69%
412 sold · 184 on hand
Healthy
XL
45%
198 sold · 246 on hand
Over-stock
XXL
33%
86 sold · 178 on hand
Over-stock
Sell-through curve
02 · Returns
Return Rate by Size
AI fit diagnosis
- M9.4% returns · Length longer than expected
- L12.6% returns · Armhole tight; bust comfortable
- XL15.3% returns · Hip tightness, sleeve restrictive
- XXL18.1% returns · Bust + hip ratio mismatched
03 · Buy ratio
Recommended Buy Ratio
Editable ratio · total 100%
XS
8%
S
18%
M
30%
L
24%
XL
14%
XXL
6%
04 · Alerts
Fit Issue Alerts
Kurta
Tight bust
84 flagged returns this cycle
Dress
Loose waist
61 flagged returns this cycle
Gown
Long length
47 flagged returns this cycle
Co-ord
Armhole issue
39 flagged returns this cycle
Bottom
Hip tightness
52 flagged returns this cycle
Jumpsuit
Sleeve restrictive
28 flagged returns this cycle
05 · Geography
City Size Curve
| City | XS | S | M | L | XL | XXL | Dominant |
|---|---|---|---|---|---|---|---|
| Mumbai | 9% | 22% | 32% | 22% | 11% | 4% | M |
| Delhi | 7% | 18% | 30% | 25% | 14% | 6% | M |
| Bangalore | 10% | 24% | 31% | 21% | 10% | 4% | M |
| Hyderabad | 6% | 16% | 28% | 26% | 16% | 8% | M |
| Chennai | 8% | 20% | 30% | 23% | 13% | 6% | M |
| Kolkata | 9% | 21% | 30% | 22% | 12% | 6% | M |
06 · Silhouette
Category Fit Genome
Kurta · size DNA
Distribution
XS8%
S20%
M32%
L24%
XL12%
XXL4%
07 · Predictor
Launch Buy Ratio Predictor
Predicted size ratio · Dress
Risky sizes
XL · XXL
Return risk
Low
Buy depth
Medium-Deep
Best size
M
Buyology recommendation
For SS26 — Riviera Resort, lean buy depth into M and L which carry 52% of expected demand. Cap XXL at single-digit ratio — historical return rate sits at 18% on similar dress silhouettes. Suggest a tighter bust grade on S/M and a hip-friendly block on L/XL to recover ~3.4 pts of margin.