Genvizu

Image to prompt

Image to prompt: turn a reference into a reusable prompt

Drop an image onto the Genvizu Infinite Canvas, run image-to-prompt on the node, and you get the prompt language behind it: composition, light, palette, lens. Swap the subject and generate your own version.

Open the canvasExplore prompts

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  • Runs on the Infinite Canvas: right-click any image node and pick image-to-prompt.
  • The reversed prompt lands as a text node you can edit before regenerating.
  • Costs a small number of credits per run, shown before you confirm.

Try it now

Upload a reference image and get a ready-to-use generation prompt.

Free3 free runs left today, no sign-in needed

JPG, PNG or WebP. Resized to 1024px in your browser before it is sent — the image is never stored.

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What a reversed prompt looks like

The input column describes what is actually in the reference. The output is the prompt you would write to rebuild that look with a different subject.

Reverse a product reference

Input

Reference: matte ceramic mug on linen, morning window light, warm shadows, shot from directly above, muted beige palette

Prompt output

Top-down still life of a matte ceramic mug on crumpled natural linen,
soft directional morning window light from the upper left, long warm
shadows, muted beige and off-white palette, fine fabric texture, light
grain, editorial food-photography look, 1:1

Change only the subject noun and this same prompt carries the look over to any other product.

Reverse a style, not a subject

Input

Reference: 1970s sci-fi paperback cover, flat colour, heavy grain, orange and teal, geometric planet, thick outlines

Prompt output

Flat 1970s sci-fi paperback cover illustration, heavy print grain,
limited orange and teal palette, geometric planet on the horizon, thick
confident outlines, screen-printed texture, slight offset
misregistration, centred composition with room for a title block, 2:3

Keep the era and the printing process in the prompt. They carry more of the look than the colour names do.

Reverse a lighting setup

Input

Reference: studio headshot, one hard light from the right, deep shadow on the left cheek, black backdrop

Prompt output

Studio headshot on a pure black backdrop, single hard key light from
camera right at 45 degrees, deep unfilled shadow across the left side of
the face, visible skin texture, no rim light, 85mm, tight crop from the
shoulders up, high contrast monochrome

Naming the number, hardness and direction of the lights reproduces a look far more reliably than the phrase "dramatic lighting".

Extract the visual system

Break down composition, camera angle, palette, lighting, texture, and mood into clear prompt phrases.

Make references reusable

Turn one image into a flexible prompt template that can be adapted to new subjects and formats.

Remix with intent

Use the generated prompt as a starting point, then adjust model, aspect ratio, and creative constraints.

How image-to-prompt fits the studio

  1. 01

    Collect a reference image or public gallery example.

  2. 02

    Describe the stable visual ingredients before changing the subject.

  3. 03

    Turn the description into a structured prompt with style and constraints.

  4. 04

    Generate variations and keep the prompt language that consistently works.

Models to rebuild the reference with

Reverse prompting reads the reference; these are the models that turn the resulting prompt back into an image.

ModelBest forCost and limits
Nano Banana 2Rebuilding a reference while keeping the same subject1K / 2K / 4K = 10 / 15 / 23 credits; accepts reference images as input
Seedream 5.0 ProMerging several references into one consistent look1K / 2K = 12 / 20 credits; up to 5 reference images
GPT Image 2Rebuilds where the layout matters more than the texture1K / 2K / 4K = 8 / 13 / 20 credits
Midjourney 8.2A stylised reinterpretation rather than a faithful rebuild1K / 2K = 23 / 35 credits per run, 4 images returned
FLUX.2 ProCheap first pass to check the reversed prompt is pointing the right way1K / 2K = 7 / 9 credits

What reverse prompting cannot do

The regenerated image is not identical to the reference

That is the expected result. Reverse prompting captures direction, not pixels. If you need closer fidelity, feed the reference itself back in as an image input on a model that accepts one.

The reversed prompt is a wall of adjectives

Edit the text node before you generate. Delete everything that is not subject, composition, light, palette or lens, and the prompt becomes reusable.

Text or a logo in the reference comes back as nonsense

Strip the wording out of the prompt, generate a clean plate, and place the real logo or copy in a design tool afterwards.

The output feels derivative of someone else’s work

Use references for technique — light, framing, palette — and change the subject. Genvizu keeps creator attribution visible on public gallery pages for exactly this reason.

Reverse prompting runs on the Infinite Canvas, needs a signed-in account, and costs a small number of credits per run, shown before you confirm. Images you upload are stored by Genvizu so the model can read them, and both the reversed prompt and anything you generate from it stay in your account.

Not the page you need?

AI prompt generator

You are starting from an idea in your head rather than an image on your screen.

Midjourney prompt helper

You want to reuse the look through Midjourney’s --sref style reference instead of a text prompt.

Prompt tools

You want the full list of prompt tools before picking one.

Questions people ask

Related pages

Prompt toolsAI prompt generatorAI video prompt generatorMidjourney prompt helperModel pricingExplore galleryPortraits

Where do I run image to prompt in Genvizu?

On the Infinite Canvas. Drop or paste an image onto the canvas, right-click the image node and choose image-to-prompt. The reversed prompt appears as a text node next to it, and the credit cost is shown before you confirm.

Does it reproduce the original image exactly?

No. It extracts the reusable visual direction — composition, lighting, palette, lens, mood — so you can rebuild that look around a different subject. Pixel-level copying is not the goal and is not what the models do.

Can I use it on my own product photos?

Yes, and that is the most reliable use. Reverse one photo that already looks right, then reuse the prompt across the rest of the range so a whole catalogue shares one lighting and framing language.