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A simple checklist before your first on-model image

What to verify on your source photo and your brief so AI on-model outputs are usable on your store the first time.

Start with one strong product photo

Pick a SKU you know well: even lighting, the full garment visible, and minimal glare on dark or satin fabrics. If the flat lay or mannequin shot already looks trustworthy on your PDP, it is a better input than a rushed snap.

Brief the look, not just the vibe

Write two or three concrete choices: background (studio neutral vs warm interior), silhouette (relaxed vs tailored), and any must-keep details (visible hem, logo placement). Reuse that brief across related SKUs so your catalog feels intentional.

Review like a customer, not like a demo

Zoom in on seams, prints, and edges. Ask whether someone who has not touched the garment would still recognize the product. If something is off, fix the source image or adjust the brief before you generate dozens of variants.

Ship one page end-to-end

Before scaling, place the output in your actual PDP or ad template. Cropping, text overlays, and theme image ratios often surface issues that a full-screen preview hides.

When you are ready to try the workflow on a real product, create a free account and run your first previews in minutes.