Tag: defect-taxonomy
Shrinkage and Fit Grade Changes: How to Grade Shrunken Vintage Clothing Before It Tanks Your Return Rate
A tag says Large. The measurements say Medium. Here's how to detect shrinkage, grade the fit change, and stop the returns it causes.
Armpit Staining and Deodorant Buildup: A Reseller's Grade Taxonomy
White residue wipes off. Yellow staining doesn't. Here's the taxonomy for grading armpit staining and deodorant buildup without over- or under-calling it.
Button and Hardware Replacement: When Grading Changes and When It Doesn't
A replaced button doesn't always drop a grade — a mismatched one almost always does. Here's the rule resellers keep getting wrong.
How to Photograph Vintage Clothing Tags for Grading (Without Losing the Sale)
A blurry tag shot can drop a vintage tee's grade by a full tier. Here's the label photography standard that gets it right the first time.
Suit and Blazer Grading: Shoulder Seam Integrity, Lining Tears, and Buttonhole Wear
A pressed blazer can still fail at the shoulder seam. Here's how to grade vintage suit and blazer condition using structure, not just surface.
AI Clothing Inspection: How Computer Vision Grades a Garment From Photos
AI clothing inspection grades pre-owned garments across five weighted factors from photos alone — here's exactly what the model sees, what it misses, and how both get handled.
Does Condition Actually Change What Used Clothes Sell For?
Condition is the single biggest lever on resale price — bigger than brand, season, or platform. Here's what each tier actually costs you at checkout.
Lighting and Angle Strategy: How to Photograph Clothing Defects for Grading (Without Killing the Sale)
Honest defect photography doesn't kill sales — it kills returns. Here's the lighting and angle strategy that shows condition accurately and builds buyer trust.
Color Fading vs. Dye Lot Variation: How to Tell the Difference Before It Costs You
A buyer claims their 'navy' jacket arrived looking two-toned. Was it fading—or a factory dye issue? Here's how to grade the difference accurately.
Vintage Shoe Condition Grades: Sole Wear, Insole Integrity, and Odor Red Flags
A buyer returns Air Max 90s claiming the insole is 'crumbling.' You listed them as Excellent. Here's how to grade vintage shoes accurately before that happens.
Elastic Degradation: How to Grade Waistbands, Cuffs, and Necklines Before They Fail
A buyer returns joggers because the waistband "won't stay up." You listed them as Good. Here's how to grade elastic degradation before it costs you.
Stain Classification for Resellers: What's Removable, What Kills Value, What You Must Disclose
A mystery spot on a Ralph Lauren polo just cost a reseller a 4-star review. Here's how to classify stains, grade their impact, and disclose correctly before it happens to you.
Color Fading as a Grade Modifier: When 'Excellent' Becomes 'Good'
A faded navy blazer listed as Excellent gets a return within a week. Here's how to grade color loss accurately—and stop it from tanking your feedback score.
Vintage Band Tee Grading: Fade, Crack, and Print Wear Standards
A buyer pays $120 for a 'Excellent' Metallica tee and gets a shirt with a cracked logo. Here's how to grade vintage band tee condition before that happens.
The Odor Problem: Why Smell Kills Resale Value (and How to Grade It)
A buyer opens a package, catches a whiff of cigarette smoke, and files a return. Here's how to grade and disclose odor before it costs you.
Leather Condition Grades: Creasing, Cracking, and Color Shift Explained
A leather jacket graded 'Good' can sell for $80 or $280 depending on how you read the hide. Here's how to grade leather jacket condition accurately.
Seam Separation vs. Seam Stress: A Reseller's Repair Decision Tree
A popped seam isn't always a deal-breaker—but a stressed one can be. Here's how to grade seam damage accurately and decide what to fix, disclose, or walk away from.
Denim Grade 7.5: Why Most 'Good Condition' Jeans Miss the Mark
Most 'Good Condition' jeans are actually Very Good or Fair — never both at once. Here's the zone-by-zone method that fixes the mislabel.
The Pilling Scale: When a Knit Is Still Sellable
A pilled sweater isn't automatically a loss. Here's the concrete pilling scale, depilling procedure, and pricing math that decide if a knit is still sellable.