Fashion AI glossary
Bulk generation
Bulk generation is the AI workflow of producing hundreds or thousands of product images in a single batch — typically used for full catalog refreshes, drop launches, or marketplace migrations.
Bulk generation replaces the per-image manual workflow with a batch pipeline. Upload a SKU list (often via CSV from a Shopify or marketplace export), assign a model and scene per category, and the platform produces every output in parallel.
Common bulk jobs: refreshing 5,000 PDP images after a model contract ends, launching a new collection across 500 SKUs, migrating a catalog onto a new marketplace with different image specs, or producing all-new lifestyle scenes for a paid-social campaign.
On managed plans, bulk jobs include QA review, brand-consistency checks, and priority turnaround. Self-serve bulk runs are available on Software-tier plans and above.
