Photo to Prompt — Turn Any Image Into a Reusable AI Prompt
Upload an image and VdoBloom writes the prompt that describes it. Not a caption, and not a loose vibe check — a structured generation prompt that walks through subject and mood, pose and framing, outfit, drape, skin and texture, hair, accessories, environment and camera, then closes with a set of absolute constraints. It is the fastest way to reverse a look you liked into something you can reuse and modify.
The system behind it is written as a transcription rule set rather than a creative one. It is told to treat the image as absolute ground truth: do not improve, beautify, censor, exaggerate or stylise; do not add anything that is not clearly visible; do not remove anything that is; do not change pose, camera angle, body proportions, clothing or expression. That strictness is the point — the output is meant to reproduce a look consistently, not to reinterpret it. One caveat worth stating up front: this describes what an image contains, it does not recover the original prompt an AI image was made with.
What this tool does
- Photo to Prompt reads an uploaded image with a vision model (Gemini 2.0 Flash via OpenRouter) and returns a single structured generation prompt.
- The output follows a fixed section order: opening reference paragraph, subject and mood, pose and framing, outfit, drape, skin and texture, hair, accessories, environment and camera, absolute constraints, and a closing reference sentence.
- The system prompt is a transcription rule set — treat the image as ground truth, do not beautify, stylise or censor, do not add anything not visible, do not remove anything visible, do not change pose, camera angle, body proportions, clothing or expression.
- A one-click 'continue to Image Edit' hands the generated prompt straight into the Image Editor as the edit instruction.
- Every run is saved to My Creations with both the reference image and the generated prompt attached.
- It describes what an image shows; it does not recover the original prompt an AI image was generated from.
How it works
1.Upload the reference image
Drag and drop or click to upload any photo or AI image. It works on both — a real photograph and a generated one are read the same way.
2.Generate the prompt
The vision model transcribes the image into the fixed section structure. You get one block of text covering subject, pose, outfit, hair, accessories, environment, camera and hard constraints.
3.Copy it, or send it straight to the editor
Use the copy button to paste it anywhere, or click through to Image Edit — the prompt is passed into the edit-instruction field with your image so you can start changing things immediately.
4.Edit the sections you want to change
Because the structure is fixed, you can swap one section and leave the rest alone: change 'environment and camera' to relocate the shot, change 'outfit' to restyle it, and the pose, framing and identity stay locked by the constraints section.
Frequently asked questions
Does this give me the exact prompt an AI image was generated with?
No, and no tool honestly can. Photo to Prompt describes what is visible in the image in a structured, reusable form. It is a transcription of the result, not a recovery of the original input — but for reproducing a look on a different model, a good transcription is usually more useful anyway.
What does the output actually look like?
A single prompt with a locked section order: an opening reference paragraph, then subject and mood, pose and framing, outfit, drape, skin and texture, hair, accessories, environment and camera, a block of absolute constraints, and a closing reference sentence. Sections are never renamed, merged, reordered or dropped, so the same shape comes back every time.
Can I use the prompt in other AI tools?
Yes. It is plain text, so it pastes into any image generator. It is written in the descriptive, densely specified style that modern image models respond to, and the constraints section is the part that transfers best across tools.
Does it work on ordinary photographs, not just AI images?
Yes. Photos, screenshots, product shots and AI images all work. The model reads whatever is in the frame and transcribes it under the same rules.
Where do my results go?
Each run is saved to My Creations along with the reference image you uploaded and the prompt that was generated, so you can come back to a look weeks later without re-uploading anything.
What is the fastest way to use it with the editor?
Generate the prompt, click continue to Image Edit, and the prompt arrives pre-filled in the edit-instruction field. From there, change one section — usually environment and camera, or outfit — and generate. That workflow keeps identity and framing stable while you vary a single element.
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Ready to try it?
Convert a Photo to a Prompt