First-use journey
We record the route from entry to first useful result and flag unclear steps, dead ends and misleading states.
Independent virtual try-on QA
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.
Identity driftGarment mismatchEdge artefactExample review annotations
What we test
A useful audit shows the exact route, input, output and failure—not a vague quality score.
We record the route from entry to first useful result and flag unclear steps, dead ends and misleading states.
We inspect face drift, body-shape changes, extra limbs and other visible changes the user did not request.
We compare the submitted references with the result for missing pieces, altered colour, changed silhouette and invented details.
We repeat bounded cases to surface inconsistent composition, background, pose and failure handling.
Start with evidence
Send a public routeChoose the part of the product you want reviewed.
We run three casesSynthetic adult inputs only; no customer photos or production access.
Receive private evidenceSee the route, inputs, outputs, failures and severity.
One review round. Private delivery. No customer data.
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.