Independent virtual try-on QA

Know where your
virtual try-on breaks.

Independent synthetic-input QA for virtual try-on teams. We test first-use friction and the visual failures merchants and shoppers notice—without customer photos or production access.

Synthetic test inputs only. Private results. No public posting.
Editorial adult model used as a visual reference for virtual try-on quality reviewIdentity driftGarment mismatchEdge artefact

Example review annotations

What we test

A useful audit shows
the exact failure.

A useful audit shows the exact route, input, output and failure—not a vague quality score.

01

First-use journey

We record the route from entry to first useful result and flag unclear steps, dead ends and misleading states.

02

Identity & body

We inspect face drift, body-shape changes, extra limbs and other visible changes the user did not request.

03

Garment fidelity

We compare the submitted references with the result for missing pieces, altered colour, changed silhouette and invented details.

04

Output stability

We repeat bounded cases to surface inconsistent composition, background, pose and failure handling.

Start with evidence

Three cases
before you pay.

  1. 01

    Send a public routeChoose the part of the product you want reviewed.

  2. 02

    We run three casesSynthetic adult inputs only; no customer photos or production access.

  3. 03

    Receive private evidenceSee the route, inputs, outputs, failures and severity.

$9910-case audit
after the free sample

One review round. Private delivery. No customer data.

Request the sample

No payment or production access is requested here. We use these details only to review the route and reply about this QA sample. See privacy details.
Boundaries

Visual-output and first-use QA only. We do not validate physical fit, sizing, fabric or sales performance.

AI style preview only. Not a guarantee of fabric, fit or sizing.