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AWS Machine Learning Blog· James Kim·· 6 h ago

How Amazon Marketplace evaluates content quality with Amazon SageMaker AI

How Amazon Marketplace evaluates content quality with Amazon SageMaker AI

AI summary

Learn how Amazon Marketplace evaluates A+ Content quality at scale on Amazon SageMaker AI by rendering each product page as a single snapshot, scoring it with a vision-language model fused with OCR readability signals in a CatBoost classifier, and using SHAP to turn each decision into prioritized, actionable recommendations for selling partners.

Selection record

Not admittedSum of both 62 < twice the threshold 120

Source tier
Official, first-hand; this tier's threshold is 60
Pre-filter
passed:VLM、OCR与CatBoost融合评估内容质量

A model scores each item twice, independently, against one written standard, out of 100. An item is admitted only when the two scores add up to twice the threshold. The threshold is set per source tier.

Source: AWS Machine Learning Blog · aws.amazon.com