Creative variations
Rework a privately uploaded source while preserving the visual brief and a recoverable task history.
image to image AI generator
Image editing workspace
Image to Image AI Generator
Image to Image groups available GPT Image, Seedream, and Nano Banana editing adapters with private references, model-specific controls, and a protected server quote.
Current task & results
Private R2 output, restored from your Library
Your output will appear here
One parent task tracks every output and settles only successful provider runs.
How Image to Image works
One input, one protected quote, one visible job.
- 01
Upload a private reference
Validate the media type, size, ownership, checksum, and temporary lifetime before it can enter a job.
- 02
Choose an available adapter
Show only image-editing modes that have passed provider, cost, storage, and ledger acceptance.
- 03
Quote before submission
Calculate credits from the selected model, resolution, output count, and number of references before reserving funds.
Image to Image use cases
Start with the deliverable, then choose the model.
Product edits
Test backgrounds, materials, lighting, and layouts through a model with explicit edit support.
Style direction
Use references only with adapters whose documented limits and cost components have been verified.
Available image models
The engine is named, not hidden.
CreateForge publishes each working model, supported controls, and starting cost instead of presenting a generic prompt box.
GPT Image 2
GPT Image 2 is available with model-specific controls, a protected server quote, private result storage, and an auditable generation lifecycle.
Seedream 4.5
Seedream 4.5 is available with model-specific controls, a protected server quote, private result storage, and an auditable generation lifecycle.
Seedream 5.0 Pro
Seedream 5.0 Pro is available with model-specific controls, a protected server quote, private result storage, and an auditable generation lifecycle.
Seedream 5.0 Lite
Seedream 5.0 Lite is available with model-specific controls, a protected server quote, private result storage, and an auditable generation lifecycle.
Nano Banana
Nano Banana is available with model-specific controls, a protected server quote, private result storage, and an auditable generation lifecycle.
Nano Banana Pro
Nano Banana Pro is available with model-specific controls, a protected server quote, private result storage, and an auditable generation lifecycle.
Nano Banana 2
Nano Banana 2 is available with model-specific controls, a protected server quote, private result storage, and an auditable generation lifecycle.
Nano Banana 2 Lite
Nano Banana 2 Lite is available with model-specific controls, a protected server quote, private result storage, and an auditable generation lifecycle.
Image to Image FAQ
Inputs, credits, and saved results.
These answers describe the workflow and model choices available now.
Yes. Upload private image references in Studio, select an available compatible model, and review the protected quote before submitting.
No. It is a CreateForge tool that groups compatible, independently priced image-editing models.
Ready to create the first image?
Open Studio to choose the model, upload private references where needed, and request a protected quote.