Image to Prompt
An AI tool that reverse-engineers one image into six model-specific AI art prompts
Tool details
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
FreemiumFree3 credits daily, no registration required3 credits daily (reset at UTC 00:00), all six prompt formats, single-image upload, no batching, usable anonymously
1,000 credits per billing month, batch queue, editable prompts and History saving (monthly quota expires at period end)
300 permanent credits, never expire, no auto-renewal, but no batch analysis
Additional notes
Payments are collected by Creem as Merchant of Record; the pricing page also has a "Yearly · Save 50%" toggle; the front-end code also contains Pro annual $59.40, Lifetime $199, and $14.90/$39.90/$69.90 credit packs, none displayed on the pricing page, purchasable only on-site; 1 image typically consumes 1 credit and returns all six formats
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