Catalog production teams working at scale — processing thousands of SKUs across seasonal launches — need ghost mannequin to work like any other production step: fast, consistent, and compatible with their structured workflow. ESPicAI delivers catalog-scale ghost mannequin with CSV-based input/output, preserving product code structure and integrating with existing production pipelines.
Start FreeCatalog-scale ghost mannequin production requires hundreds of composite images per season, creating a major bottleneck between shoot wrap and catalog delivery.
Inconsistent ghost mannequin quality across a large catalog — especially when multiple retouchers work on the same season — creates review-and-redo cycles.
Traditional retouching workflows don't scale economically for catalog volumes: cost and time per image don't decrease with volume.
ESPicAI — Ghost Mannequin
Product catalog production teams managing large-scale apparel catalogs need ghost mannequin output that integrates cleanly into structured production workflows. ESPicAI processes ghost mannequin for catalog volumes with CSV-based input/output, preserving product code structure throughout so catalog teams can integrate processed images back into their production systems without manual reconciliation.
Catalog-scale throughput: up to 500 ghost mannequin composites per batch, multiple batches per day with no daily cap.
Consistent composite quality across the entire catalog — same edge treatment, same fill, same output standard for every garment.
CSV-based workflow preserves product codes from input through output for clean integration with catalog production systems.
Export production image identifiers and URLs from your DAM or catalog system. Pair front images with insert images per SKU.
Upload the CSV to ESPicAI. Map product code, front image URL, and insert image URL columns.
Run the ghost mannequin batch. ESPicAI processes all composites and returns output links in the same CSV structure.
Import output image links back into your catalog production system. All product codes and metadata intact.
Process an entire season's ghost mannequin catalog in batches. Consistent quality, CSV workflow, no per-image manual work.
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