Image-to-Image AI on Artlist: Transform Any Visual with Full Creative Control

Most AI image tools start from a blank prompt. Image-to-image flips that, you bring a visual, describe what you want changed, and the model does the work. It's a fundamentally different workflow and one that fits the way most creators actually operate: refining, adapting, and iterating on existing assets rather than generating from scratch every time.

Artlist's image-to-image tool sits inside the AI Toolkit and gives you access to over a dozen specialized models, each built for a different type of edit. Whether you're restyling a product shot, maintaining character consistency across a campaign, or just rapidly testing visual directions, the right model makes a significant difference in the output.

How It Works

The workflow is straightforward. Open the AI Toolkit, upload a reference image (or use one you've already generated), pick a model, write a prompt describing what you want to change, and generate. You can work with a single image or blend multiple references into one composition, useful when you want to carry over a character from one image and an environment from another.

The model reads the structure of your input and applies the changes described in the prompt, preserving what you want to keep while transforming what you don't. Prompting specificity matters here. Vague instructions produce vague results. Something like "put the toy as a graphic on the shirt" will work far better than "change the shirt."

The Model Lineup

The range of available models is one of the more distinctive aspects of Artlist's approach. Rather than routing every request through a single model, the toolkit lets you choose based on what your project actually needs.

For speed and iteration, FLUX 2 Flash and FLUX 2 Turbo are built for high-volume workflows, multiple variations from a single source image without the wait. If you need more precision in your edits, FLUX 2 Pro Edit delivers refined transformations with stronger structure retention and tighter prompt-following behavior.

OpenAI's models cover a spectrum from lightweight to full-featured. GPT Image 1 Mini handles quick edits and simple variations well. GPT Image 1.5 steps up for more detailed work, balancing realism with structure control. GPT Image 2 is the most capable in the line, offering style, composition, and detail adjustments while maintaining visual consistency across outputs.

Google's Nano Banana family runs from fast (the original Nano Banana, built for quick variations) to more capable. Nano Banana Pro adds higher detail and improved visual consistency while keeping generation speeds reasonable. Nano Banana 2 is the most full-featured of the three, designed for character and setting consistency across multiple images, making it well-suited for studios or teams working with recurring visual elements across a campaign or series.

For creative and stylistic work, Seedream v4.5 handles vibrant style transitions and artistic redesigns, good for illustrations, concept edits, and aesthetic exploration. Seedream 5.0 adds more control over color and composition blending across multiple reference images. Grok Imagine takes a bolder, more experimental approach, built for stylized edits and imaginative visual reinterpretation rather than careful structure preservation.

Wan 2.7 Pro approaches image-to-image from a slightly different angle, you feed it reference images to guide structure, then adjust style or subject direction while the core composition holds. It's useful when you have a layout or framing you want to keep while changing what's in it.

Kling 3.0 Image prioritizes realism, maintaining composition and visual coherence through transformation. It's the better pick when photorealistic output matters and you need the edit to look like a real photograph, not a stylized render.

Reve 2.1 is notable for a few reasons: it generates native 4K images, handles legible in-image text, and supports remixing up to eight reference images into a single composition. It also allows selective element editing; you can change one part of an image without regenerating everything else. That last capability is genuinely useful for iterative workflows where regenerating the full image on every pass wastes both time and creative progress.

What It's Actually Good For

The use cases that come up most often are product photography, storyboarding, social content, and advertising. Product shots are a strong fit because the tool can restyle a product in a new environment without reshooting. Storyboarding benefits from character consistency across frames, something models like Nano Banana 2 handle explicitly. For advertising and social content, the speed of iteration matters more than perfection on the first pass, which is where FLUX 2 Flash and Turbo earn their place.

Commercial licensing is covered under Artlist's terms. You retain rights to what you generate; your prompts and uploads are private, and neither Artlist nor its model partners use your outputs for training.

The tool is available across Artlist's paid plans and free to experiment with on trial, including access to models like Seedream 5.0 and Grok Imagine before committing to a subscription.