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AI Tools / Image

Image to Image AI

Anchor generation to your own photos or renders. Upload references, write a keep/change prompt, and produce controlled variations—background swaps, style shifts, and campaign-ready product scenes.

  • 1–8 reference images (at least one required)
  • Nano Banana 2 and GPT Image 2
  • Preserve subject identity while changing scene, style, or mood
Hero — before/after background swap on product photo
Reference-anchored edits (not prompt-only)
Up to 8 images for combine & style guides
GPT Image 2: JPEG, PNG, WebP refs up to 10 MB

Models

Which models support Image to Image?

Open Dashboard → Image to Image. The model picker loads from the live catalog; these are the image models wired into this workflow today. In the future, we will select more AI image models with unique expertise.

Reference uploads

What makes a good reference image?

The model anchors to your uploads. Sharp, well-lit sources with clear subjects produce fewer retries than blurry or heavily compressed files.

Reference tip — quality source photo

Upload sharp, well-lit sources

Use photos with readable detail on the subject you want to keep—product labels, faces, or key props. Avoid extreme blur, heavy JPEG artifacts, or clipped highlights when possible.

Reference tip — multi-reference roles

Assign a role to each reference

With multiple uploads, name roles in the prompt: “Use figure and pose from image 1, color palette from image 2, environment from image 3.” The UI supports up to eight references for combine workflows.

Prompting

Image to Image prompting: preserve first, then change

Lead with preservation clauses, then list changes. Smaller, specific edits succeed more often than “make it completely different.”

Prompt tip — background swap output

Background swap

Example: “Preserve the subject, pose, and outfit exactly. Replace background with a soft sunset beach; match warm key light on the subject.” Keep foreground and background lighting consistent.

Prompt tip — style transfer output

Style transfer

Example: “Keep composition and subject identity. Re-render as watercolor illustration with soft pigment edges—no photoreal skin.” Avoid mixing conflicting style words in one prompt.

When to use this tool

Image to Image vs other tools — where it fits

Image to Image is the “reference still → edited still” path. It reduces randomness by anchoring to pixels you already approve.

Transformations

What you can change while keeping the anchor

High-intent edits teams run every week—all from references plus a focused prompt.

Transform — background

Background swap

Keep the subject and foreground; replace the scene and match lighting.

Transform — style

Style transfer

Realistic ↔ illustration ↔ cinematic while preserving structure.

Transform — lighting

Lighting & mood

Day/night, soft/hard, warm/cool—dial the feeling without recomposing.

Transform — composition

Composition refinement

Tighten crop, adjust framing, or focus without a full restart.

Transform — product scenes

Product scene variations

Same product, different lifestyle or studio settings for campaigns.

Transform — brand

Brand alignment

Match palette, tone, and art direction to your campaign system.

Prompt blueprint

Copy this keep / change structure

Examples

Swap in your best before/after edits to build trust from organic search.

Gallery — portrait edit

Portrait background edit

Subject preserved; environment and bokeh replaced.

Gallery — interior

Interior scene change

Product or furniture anchored; room style updated.

Gallery — fashion vertical

Fashion vertical ad

Outfit kept; dramatic location swap for 9:16 social.

Gallery — multi-ref

Multi-reference merge

Elements combined from several still guides into one cohesive frame.

FAQ

What is image to image AI?

It uses one or more reference uploads as an anchor, then generates a new still from your prompt. You control what stays and what changes—ideal for edits, not blank-slate ideation.

How many reference images can I upload?

At least one is required; you can add up to eight. Generate stays disabled until at least one upload completes.

Which models work with Image to Image?

Nano Banana 2 and GPT Image 2 (from the live catalog). GPT Image 2 only accepts JPEG, PNG, or WebP references up to 10 MB each.

How long can my prompt be?

Up to 4,000 characters with a soft reminder above 1,000. Lead with preservation clauses, then list changes.

How do I change only the background?

Tell the model to preserve the subject and foreground, then describe the new background and matching light direction.

When should I use Text to Image instead?

Use Text to Image for exploration when you have no reference yet. Move to Image to Image once you have a base worth refining.

Why did GPT Image 2 reject my upload?

GPT Image 2 references must be JPEG, PNG, or WebP and no larger than 10 MB per file. Other models allow up to 12 MB per image in the default uploader.

Can I use outputs commercially?

Commercial usage depends on your plan and terms. Review the pricing page and policies before shipping at scale.

Edit from references—not from scratch

Upload, describe keep/change, and ship production stills without losing your anchor.