Structure in, new picture out
Image-to-image treats your upload as the skeleton. The model reads composition and pose, then redraws the picture in the style you describe. Photo to illustration, sketch to render, day to night.
Say what survives
The strongest prompts name both directions. What to keep (same pose, same framing) and what to change (as a 1970s film still). One changed variable per run converges fastest.
Three engines, three temperaments
FLUX 2 [pro] is the photorealistic default, Seedream 5.0 excels at design. Typography-heavy images, GPT Image 2 follows unusual instructions most literally. Rates sit next to each model.
FAQ
Is this the same as editing?
Editing changes a region and preserves the rest. Image-to-image regenerates the whole frame guided by your source. Use it when you want a new picture, not a fix.
Can I run several variations?
Yes - each run is a fresh variation at the listed per-image rate. Keep the seed image and vary one instruction at a time.
What input works best?
Clear subjects and readable composition. Very small or very noisy images benefit from a 4x upscale first.
Is this an AI image to image generator?
Yes. Image to image AI, AI image to image generator and img2img all describe this page. Your image sets the structure, your prompt sets everything else.