Clean studio background
Generated testGenerated source

Change the scene only after the product itself is correct. Use the source/output pairs to judge silhouette, label area, material, and contact shadow; the extra contact sheets show why paper packaging and reflective metal need different review checks.
Try this workflow in StudioSwipe to compare all 3 cases, including findings and limits.
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Generated testGenerated source

Failure caseGenerated source

Use the sample or upload your own product photo.
Finding: the pouch seal, front label, and canister proportions remain easy to compare across the displayed studio, lifestyle, and seasonal directions. Limit: this contact sheet is a visual diagnostic, not a pixel-level identity check; inspect each full-resolution output before reuse.
Diagnostic illustrationFinding: the bottle silhouette and box stay recognizable across neutral and colored-light scenes. Limit: reflected highlights can hide dents, seam changes, and label drift, so compare the metal edge and cap at full size before approving a variant.
Diagnostic illustrationStart with one product photo that clearly shows shape, label, material, and scale.
Ask for a studio surface, lifestyle setting, seasonal colorway, or ad scene. Do not combine all ideas at once.
Check edges, logo area, label readability, contact shadow, and props before generating variants.
Use for catalog consistency, product page galleries, collection grids, and retakes where the product should feel clean but not flat.
Use when context helps the shopper understand material, use case, scale, or setting. Keep the product larger than the scene.
Use campaign colors, props, or light cues after the product survives a simple studio pass.
Reject lifestyle, seasonal, prop-heavy, or textured scenes for strict marketplace main-image slots.
The silhouette, cap, pouch edge, box corner, bottle pump, or handle should still match the source image.
Readable labels may soften, but the model should not invent brand names, claims, ingredients, or certifications.
The new background needs believable grounding. Floating products mean the scene moved faster than the product mask.
Reject accessories, awards, discount badges, medical claims, or bundled items you did not provide.

Diagnose blurry images, crop issues, and product video problems before regenerating Shopify assets.

Use when the product visual needs Amazon-specific slot guidance.

Animate a reviewed product still into a product page loop or paid social product clip.
Use this workflow to replace the scene while keeping the product useful for ecommerce and ads.
Use a clean product photo with the full product visible, clear edges, stable lighting, and enough resolution to read the label. Background replacement is weaker when the product is cropped, blurry, reflective, or covered by hands.
Use a strict white-background workflow for Amazon main-image candidates. This page is better for ecommerce galleries, secondary images, product ads, Shopify catalog refreshes, and lifestyle backgrounds where context is allowed.
Studio starts with GPT Image-2 in image-to-image mode, a 1:1 2K setup, and a prompt that protects product shape, label area, edges, material, and contact shadow.
Check whether the product outline, logo area, readable label text, proportions, and shadows still match the source. Reject the output if it adds unsupported claims, extra products, badges, or confusing props.