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Reference-led editing with GPT Image 2

Image to Image AI Generator

Upload reference images, state what must remain recognizable, and describe the intended change. Use GPT Image 2 to explore new settings, styles, layouts, and variants without starting from an empty prompt.

Reference imagesEdit promptsStyle iteration

Designed for controlled visual iteration

Image-to-image is the better path when a reference already carries the product, person, layout, or composition you want to preserve.

Reference-guided edits

Upload source images and describe what should change, such as setting, style, lighting, background, or visual treatment.

Variant production

Turn one useful source into several creative directions for ads, product pages, thumbnails, and campaign tests.

Context-aware prompts

Keep instructions specific: what to preserve, what to replace, and where the final image will be used.

Where this workflow fits

Use it when consistency matters more than starting from scratch. It pairs well with ecommerce, brand design, and creator workflows.

Restyle existing assets

Try new art directions, backgrounds, color palettes, and campaign looks without rebuilding the source image from zero.

Product visual adaptation

Place a source product into cleaner lifestyle scenes, seasonal settings, or channel-specific creative formats.

Creative review cycles

Create options for clients or teammates while keeping the original reference easy to understand.

FAQ

What is image-to-image generation?

It is a workflow where you upload one or more reference images, then use a text instruction to edit, transform, or restyle the result.

How should I write an edit instruction?

Say what should stay the same and what should change. For example: keep the product shape, replace the background, make it look like a premium studio campaign.

Is this different from text-to-image?

Yes. Text-to-image starts from a written idea. Image-to-image starts from source visuals and is better for controlled variations.

Bring one source image and a clear edit goal

Upload your reference, describe the transformation, and generate controlled visual options in the same workspace.

Edit an image