Image to Prompt
Officially listedAn AI tool that reverse-engineers one image into six model-specific AI art prompts.
Image to Prompt
Image to Prompt (image-to-prompt.org, hyphenated domain) reverse-engineers reference images into prompts, outputting six model-specific prompt sets from one image. It is not the same product as the same-named ImagePrompt.org, imagetoprompt.org, imagetoprompt.app, imagetoprompt.dev, and other lookalike domains — this entry refers specifically to the hyphenated image-to-prompt.org.
Core Capabilities
- Nine-layer visual analysis: Breaks an image down across subject, environment, composition, lighting, color, camera position, materials, style, and mood
- Six prompt sets at once: Simultaneously generates General, Midjourney, FLUX, Stable Diffusion, ChatGPT Image, and Nano Banana variants
- Three input methods: Local upload (JPG/PNG/WebP up to 10MB), clipboard paste, or a public image URL
- Public prompt library: 12 style cases showing how the same image reads across the six models
- Editable with History: Log in to edit, save, and delete history; batch analysis requires Pro
Use Cases Fits low-cost experimentation with image reverse-prompting, learning prompt structure, or artists and creators needing Nano Banana / ChatGPT Image-specific prompts. Three free daily credits with no signup is the main advantage.
Unique Advantages Covering six models (including the newer Nano Banana) plus a public case library is one notch above most competitors; Pro at $9.90/month also undercuts ImagePrompt.org's $14.99 starting price. The cost is a highly homogeneous domain landscape where searches easily drown it out.
Editorial Review This is a new product roughly 6 weeks post-launch, run by individual developer XU ZHENYU (Zhejiang, China): no API, English only, undisclosed underlying model, a domain that returned 410 from December 2024 to March 2025 and sat as a parked page in July 2025 before re-registration in August 2026. Almost no independent verification exists: no media reviews, no genuine user reviews, 0 G2 ratings, with third-party mentions coming only from auto-generated directory sites. Suitable only as a free taste — do not treat it as validated or popular.
Pricing
### 💰 定价模式：免费增值（积分制） **起步价**：免费（每日 3 credits，无需注册） #### 主要方案 - **Free**：$0 - 每日 3 credits（UTC 00:00 重置）、含全部六种 Prompt 格式、单张上传，无批量，匿名可用 - **Pro**：$9.90/月 - 每计费月 1,000 credits、批量队列、可编辑 prompt 与 History 保存（月额度期末作废） - **BASIC（一次性）**：$4.99 - 300 个永久 credits，不过期、不自动续费，但不含批量分析 #### 试用/其他信息 支付由 Creem 作为 Merchant of Record 代收。定价页另有 "Yearly · Save 50%" 切换；前端代码中还存在 Pro 年付 $59.40、Lifetime $199，以及 $14.90/$39.90/$69.90 积分包等档位，均未在定价页公开展示，仅可在站内选购。1 张图通常消耗 1 credit 并返回全部六种格式。 — Visit website
FAQ
Is Image to Prompt free?
Freemium: 3 free analyses daily with no signup (resetting at 00:00 UTC), returning all six prompt formats. Paid is Pro at $9.90/month, or a one-time $4.99 for 300 permanent credits.
What can Image to Prompt be used for?
It reverse-engineers a reference image into prompts: after nine-layer visual analysis, one run outputs six model-specific prompts — General, Midjourney, FLUX, Stable Diffusion, ChatGPT Image, and Nano Banana — ready to copy into the matching art platform.
Is Image to Prompt the same product as ImagePrompt.org?
No. This tool refers specifically to image-to-prompt.org (with hyphens); ImagePrompt.org is at the domain imageprompt.org, and there are many lookalike domains — imagetoprompt.org, imagetoprompt.app, imagetoprompt.dev, image2prompt.org, and more — all different products. Do not confuse them.
Which models' prompt formats does Image to Prompt support?
Six at once: General (portable), Midjourney (with parameter syntax), FLUX (explicit spatial language), Stable Diffusion (with positives/negatives), ChatGPT Image (instructional), and Nano Banana (edit-preserving language).
Does Image to Prompt have an API or a Chinese version?
Neither. There is no public API or SDK, the site is English-only (/zh, /de, etc. all 404), and no Chrome extension or mobile app was found. It supports only the manual flow of copying prompts on the web.
What underlying model does Image to Prompt use?
Undisclosed. The site says only that it uses 'high-precision analysis models' without naming the vision model, so its accuracy claims cannot be independently verified.
When did Image to Prompt launch, and is it reliable?
The domain registered 2026-08-03 and the product launched around August 2026 — only about 6 weeks old at research time, run by individual operator XU ZHENYU. The domain was previously dormant (returning 410 from December 2024 to March 2025), and there are no media reviews or genuine user reviews yet — an unverified new product.