Evidence-guided apparel decisions

Confidence before checkout.

FitCheck turns repeated virtual try-ons into an auditable decision card—so generated pixels inform a choice without pretending to prove physical fit.

Explore the decision labPowered by YouCam AI Clothes V3
Verified account evidence1,038units remaining
+1,000 reward+40 first trial−2 verified run
EndpointAI Clothes V3
Task resultSuccess · 6 polls
Input contractJPEG / PNG · <10 MB
Claim boundaryVisual evidence, not sizing proof

Decision lab

One garment. Three layers of truth.

Switch fixtures to see how stable evidence, drift, and critical failures change the recommendation.

01

Try-on evidence

Synthetic evaluation fixture
Official YouCam source sample
SourceOfficial sample
Official YouCam garment reference
GarmentOfficial sample
Live result verifiedPrivate signed preview

Query credentials are redacted from durable evidence.

02

Decision card

Medium confidence
Recommendation for client dinnerShortlist
84.8visual mean
Repeat consistencyPass

Range 3.2 · σ 1.3 · 3/3 completed

R1
85.3
R2
82.9
R3
86.1
What this does not prove

Physical sizing, comfort, fabric quality, durability, or seller fulfillment.

Provenance by design

No blended claims.

Every sentence keeps its source class, so judges and users can see what was provided, observed, or inferred.

F

User facts

  • Client dinner
  • Smart casual
  • Understated navy
  • Low return-risk tolerance
O

API observations

  • Three generated-result references present
  • Silhouette alignment: 81–84
  • Color harmony: 86–88
  • No critical visual warning
I

Agent inferences

  • Repeated visual evidence is stable
  • The palette aligns with the stated occasion
  • Keep on the shortlist; verify size and seller policy separately

Fail usefully

A polished picture is not enough.

01Run-to-run drift

Large score ranges trigger a comparison—not false certainty.

02Region mismatch

Critical apply-region warnings block recommendation entirely.

03Engine failure

Error states remain evidence and are never silently discarded.

04Missing result

A success label without a result reference fails closed.