TagBatch analyzes Shopify-hosted product images and suggests visible, store-ready tags. Merchants review evidence and confidence before publishing. Approved tags are added through the Admin API, and tags added by a batch can be restored without removing pre-existing tags. Custom vocabularies and category profiles keep suggestions aligned with catalog language. Automation can queue new products, but every write remains under merchant control.
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