Batch ingestion for incoming consignments. Automatically extract seals and rank by risk.
Every score is paired with seal crops, similarity evidence, and explainable factors.
Stable report IDs, versioned models, and a consistent rubric for internal review.
Standardizes first-pass review across teams and locations.
Explains which seal features drove the score and the confidence tier.
Expands from seals → ukiyo-e publisher marks → lacquer signatures over time.