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Duck Transform Ladder
Anonymous
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The 8-edit gauntlet we use to benchmark AI image models, runnable on your own photo: {{photo}} repeated 8 times — unchanged, blue, facing away, glass, wireframe, top-hat-on-a-ball, "FRENZY" lettering, and standing on a mirror with a correct reflection. The last one broke almost every model we tested. See how yours does.
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What is the Duck Transform Ladder image-to-image prompt?
The Duck Transform Ladder is a ready-to-run image-to-image prompt on PromptFrenzy. It's tuned for ChatGPT (GPT Image 2) and produces consistent results without manual prompt engineering. Type your inputs, hit Generate, and the AI returns your result in roughly 30 to 90 seconds.
Can I customize the Duck Transform Ladder?
Yes — this prompt exposes 1 variable (photo) you can tune to your subject before running.
Does this prompt work with ChatGPT, Gemini, and Midjourney?
The default model for this prompt is ChatGPT (GPT Image 2). Most of our prompts can also be run against ChatGPT, Gemini, and Midjourney via the model picker — output quality varies by model, so it's worth comparing.
Is the Duck Transform Ladder free to use?
Yes. Generation is free for the first batch of credits on every account, and you can browse and copy any prompt without paying. Paid credits exist for power users running heavy volumes.
How do I get better results from this prompt?
Lean into the variables: be specific where the prompt expects a subject, mood, or style. Vague inputs ("nice", "cool") produce vague outputs. If a variable accepts an image, use a clean, well-lit reference. Run two or three variations and keep the best.