Image Object Pipeline Quality Assurance

Does the image
match the catalog?

Ten real product photographs. Four visual claims. Probabilities from OpenAI Decisions, never adjusted for effect.

Independent demonstration · not affiliated with Zalando or Vero Moda. Texture means visible appearance, not verified fiber composition.

Loading source catalog…

Claims, not conclusions.

Color, pattern, silhouette and visible texture are checked against the photograph alone. Deliberate mismatches are labeled tests; returned probabilities are never manipulated. Low probabilities identify a review candidate, not a definitive error. Missing credentials, refusals and service errors show unavailable, never fabricated numbers.

OpenAI Decisions method ↗