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ChatGPT Images 2.0 Image to Prompt

Upload an image and get a recreation prompt tuned for ChatGPT Images 2.0. OpenAI's GPT-powered image model. Reasoning-aware prompts. Free - 5 conversions per day, no sign-up.

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Instant results

Optimized prompts in under 3 seconds.

Private by default

No account, no logs, no image storage.

Tuned per model

Hand-crafted system prompts for each AI model.

ChatGPT Images 2.0 Image to Prompt

ChatGPT Images 2.0 image-to-prompt is a power tool for anyone building branded or text-heavy imagery with OpenAI's GPT-image-1 model. Because GPT-image-1 parses instructions literally and renders text-in-image at near-perfect fidelity, a vision-model pass that converts a reference photo into a clean instruction paragraph gives you recreations that preserve object counts, multi-subject framing, and legible typography - the three axes where classical image models tend to drift. Upload any reference (a poster, an editorial photo, a product mockup, a book cover) and the vision model emits one coherent 3-5 sentence paragraph covering every subject with specific attributes, the environment, the lighting direction and quality, the medium, the color palette, and every visible piece of text transcribed verbatim inside double quotes. No weighted (word:1.2) syntax, no --flags, no artist names that could trip OpenAI's content filter. The output drops straight into ChatGPT, the OpenAI Images API, or Microsoft Designer. For the inverse workflow - turning a one-line idea into the same reasoning-friendly prompt - our ChatGPT Images 2.0 prompt generator handles it.

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Frequently asked questions

How accurately does ChatGPT Images 2.0 preserve text and subjects from the source image?+
ChatGPT Images 2.0 (GPT-image-1) is among the most accurate at both text rendering and multi-subject fidelity. The vision model transcribes every legible piece of text in your reference verbatim inside double quotes, describes each subject with specific attributes, and emits one instruction paragraph that GPT-image-1 parses literally - so the regenerated image stays faithful to the original composition, typography, and object count.
What does an image-to-prompt generator do?+
It uses a multimodal vision model to look at an image and write a text prompt that, when fed back into an AI image model, would recreate something close to the original. It's the inverse of a normal prompt generator - useful when you have a reference image but don't know how to describe it.
Is this image-to-prompt tool free to use?+
Yes. Up to 5 conversions per day are free for everyone, no sign-up required. The image is processed transiently and is not stored.
Which image formats are supported?+
PNG, JPEG, and WebP up to 7 MB. For best results upload a clear, high-resolution image - the more detail the vision model sees, the more accurate the recreation prompt.
Will the recreated image be identical to the original?+
No - and that's a fundamental property of how AI image models work. The generated prompt captures subject, composition, lighting, and style, but the regenerated image will be a stylistic recreation rather than a pixel-perfect copy. For exact restoration use the AI Edit feature instead.
Why does the prompt change when I switch models?+
Each target model has its own preferred prompting style. The same image becomes a long photographic paragraph for Flux and Imagen 3, a cinematic scene brief for DALL·E 3, a comma-separated hybrid for SD3, a weighted keyword list for SDXL and Leonardo, a terse phrase plus --ar flag for Midjourney, a typography-aware brief for Ideogram, a design-brief for Recraft, a commercially-safe descriptor for Firefly, and a plain instruction for Nano Banana 2.
Do you store the images I upload?+
No. The image is sent to the vision model only for the duration of the request and is not persisted to disk or database. Only the count of usage per IP per day is stored, hashed, for rate limiting.
Can I use this on photos of people?+
Yes - for photos you have the right to use. The tool describes what's visible (composition, lighting, attire, mood) but cannot identify individuals, and we don't store the upload.