Reduce returns and disputes with condition proof
The most expensive words in resale are "not as described." A buyer opens the package, decides the jacket you called "great used condition" looks more worn than they pictured, and you eat the return, the shipping both ways, and a dent in your rating. The fix isn't a longer description — it's a shared definition of condition the buyer can verify before they pay.
Why "good used condition" causes returns
Free-text condition is an opinion, and opinions don't travel. "Excellent" to a seller who has handled a hundred similar pieces can read as "worn out" to a first-time buyer. When the only condition signal is your adjective and a few photos, the buyer fills the gap with their own expectation — and a return is what happens when that expectation misses.
A standardized condition grade removes the ambiguity. An 8/10 Excellent means the same thing on your listing as on anyone else's, because it's the same published rubric — five weighted factors, half-point precision — applied to every item.
What proof actually changes the outcome
Disclosure only works if the buyer trusts it. A grade backed by a verifiable certificate does three things a description can't:
- It's objective. The grade comes from a fixed rubric, not your sales pitch, so the buyer isn't asked to trust your judgment of "excellent."
- It's itemized. The certificate breaks the score into fabric, structure, cosmetic, functional, and odor factors — so a buyer sees exactly where the wear is before it surprises them.
- It's verifiable. The buyer opens the certificate by link or QR code and GradeThread re-derives its integrity signature on load — so they know the grade is genuine and unedited.
Every grade carries a confidence score, and low-confidence grades are routed to human review before they're finalized — we publish how often AI and human reviewers agree on the transparency report.
Put the proof where buyers look
A certificate only prevents a return if the buyer sees it before they commit. Add the grade to your title or item specifics, paste the certificate link into the description, and include the QR code in a photo slot. It works the same on eBay, Poshmark, Mercari, Depop, and Grailed — the certificate isn't tied to any one marketplace. For the full workflow, see the reseller's guide to condition grading.
Explore the grading standard
These pages build on one published standard. Start with what condition grading is and the methodology behind every grade, see the published accuracy on our transparency report, or look up resale value by condition in the Condition Index and the What's It Worth tool.
Grade tiers
Grading factors
Returns & disputes FAQ
- Why do most clothing returns happen?
- On pre-owned apparel, the top reason is 'not as described' — the buyer's read of the condition didn't match the seller's. A vague 'good used condition' invites that gap. A standardized 1.0–10.0 grade and a verifiable certificate close it by giving both sides the same definition of condition.
- Does a condition grade actually reduce disputes?
- It removes the most common argument: what 'good' or 'excellent' means. When the listing carries an objective grade across five weighted factors plus a certificate the buyer can open and check, there's far less room for a not-as-described claim — the condition was disclosed and proven up front.
- How is a graded condition different from writing my own description?
- Your description is your opinion; a GradeThread grade is the same published rubric applied to every item, so '8/10 Excellent' means the same thing on your listing as on anyone else's. Buyers learn to trust the number instead of decoding each seller's adjectives.
- What do I show the buyer to prevent a return?
- Share the certificate link or QR code in the listing. It shows the overall grade, the factor-by-factor breakdown, and the actual garment photos, with a tamper-evident verified check — so the buyer confirms condition before they pay, not after it arrives.
Stop eating not-as-described returns
Grade one garment, share the certificate, and let buyers confirm the condition before they pay — fewer disputes, faster sales.