Hard gate, not a tie-breaker
Chest, shoulder, sleeve, length, and other garment measurements are checked against your own reference pieces. If the fit misses, the listing does not make the shortlist.
A bad fit still becomes FAIL.
Fit-first eBay shopping
ThriftFit checks your eBay watchlist against your own reference garments, scores fit first, and explains every PASS, MARGINAL, and FAIL in plain English.
Live evaluation
Fit gate activeTag M / cotton oxford / review ready
Chest
21.0"
+0.25"
Shoulder
17.7"
+0.10"
Length
29.6"
+0.40"
Score breakdown
4.2
Fit
4.5
Brand
4.0
Condition
Why it passes
Decision framework
The point is not more AI text. The point is a shortlist you can trust when seller measurements are vague, photos are dim, and your watchlist is too large to inspect by hand.
Recommendation thresholds
PASS
Fit >= 3.5
Strong purchase candidate once the measurements line up.
MARGINAL
Fit >= 2.5
Close enough to inspect, but with caveats you should read.
FAIL
Fit < 2.5
Not recommended, even if the brand or price looks tempting.
Brand is an informational sort key. Condition is part of the assessment. Price stays visible, but it is not scored.
Chest, shoulder, sleeve, length, and other garment measurements are checked against your own reference pieces. If the fit misses, the listing does not make the shortlist.
A bad fit still becomes FAIL.
Brand helps sort stronger candidates after the measurements line up. It adds context, but it does not rescue a miss.
Brand is informational, not the final call.
Condition notes are pulled into the result so you can see the wear signals and listing concerns that matter before you click back out to eBay.
Price stays visible, but it is not scored.
Workflow
Once your references are in place, the app turns watchlist sprawl into a quick review loop with one clear next step: inspect the pieces that actually have a chance.
01
Build a reference from your own closet instead of guessing from brand size charts.
One clean baseline lets the evaluator compare listings against something real before you spend time reading each listing by hand.
02
Use your watchlist and saved searches to review candidate pieces with fit, brand, condition, and price context in one pass.
The goal is not more tabs. The goal is a shorter list of pieces worth opening first.
03
Open PASS items first, keep MARGINAL items honest, and stop revisiting obvious FAILs.
Every result carries the measurement deltas and recommendation reason so the verdict is easy to audit.
Start with the pieces you already trust
Add a few reference garments, connect your eBay routine, and let the fit gate do its job before you spend money on the wrong listing.