Image
Batch product image editing by API
Preserve labels and product details while editing backgrounds or framing.
List what must stay unchanged
Keep the packaging text, silhouette, colors, and proportions fixed. Start with three products of different complexity and inspect each result before expanding the batch.
Tie each job to a product and charge
Store the file ID, product ID, job ID, and quote. When a call fails, inspect the original job and settlement before deciding whether to retry.
Test prompt
Replace only the product background with an ivory studio backdrop. Keep the label, shape, color, finish, and size in the frame unchanged.