# Image to Prompt Review Converts any reference image into six AI-model-specific prompt formats, from Midjourney to Nano Banana, using a single credit per analysis. ## Editor's Score: 66/100 Capability scores 17 because the six-format output per credit is a real differentiator, but the tool does not generate images, cannot read EXIF data, and has no API access at any tier, leaving it well behind broader tools in the category. Ease of use scores 19 because the interface is simple, input options are flexible (upload, URL, drag-and-drop), and the credit model is easy to understand. Value scores 16 because the free tier is only 5 permanent credits total, not a daily refresh, which is materially more restrictive than comparable tools offering daily free limits; the $4.99 one-time pack is fair, but the Pro plan at $9.90/month locks batch processing behind a subscription even for users who only need it occasionally. Delivery scores 14 because no substantial independent user review corpus exists for this specific domain, social profiles could not be confirmed, and the tool's own FAQ acknowledges that prompt accuracy depends heavily on image clarity and that outputs should be treated as editable reconstructions rather than reliable results. ## Pros - All six prompt formats (Midjourney, FLUX, Stable Diffusion, ChatGPT Image, Nano Banana, General) are produced from a single credit, with no per-format charge. - The $4.99 one-time BASIC pack gives 300 non-expiring credits, making it a genuinely low-friction entry point for occasional users who want to avoid subscriptions. - Batch queue access on the Pro plan ($9.90/month) allows unlimited-size batch processing, a feature absent from the free and one-time tiers, which meaningfully separates the plans for volume users. ## Cons - The free tier is 5 permanent credits total, not a daily or monthly refresh. A user who analyzes five images is done with the free tier forever, which is far more restrictive than competitors offering daily free limits. - Batch analysis is locked entirely behind the Pro subscription; the $4.99 one-time BASIC pack does not include it, forcing volume users into a recurring plan even if they only need batch processing occasionally. - The tool infers camera and lens language from visual appearance rather than reading EXIF data, so outputs like '85 mm product look' are educated guesses, not verified capture settings, which can mislead users who treat the prompt as a technical record. ## Pricing Freemium. A free tier is available. - Free: $0 - One-time BASIC: $4.99 - Pro: $9.90/month Pricing reflects what we saw at the time of review (2026-10). Confirm current pricing on the official site. Category: AI Design & Art (https://aitoolseekers.com/category/ai-design-art) Official site: https://image-to-prompt.org/ Last verified by a human: 2026-10-14 Reviewed by a human at AI Tool Seekers, a hand-reviewed AI tools directory. Every listed tool is verified by a person before publishing. Scores are editorial opinions from a fixed rubric (capability, ease of use, value, delivery on promise) and cannot be bought; there is no pay-to-rank. Directory: https://aitoolseekers.com This review: https://aitoolseekers.com/tools/image-to-prompt Methodology: https://aitoolseekers.com/how-verification-works ## Verdict Image to Prompt is the right pick for AI artists who regularly need to reverse-engineer a reference image into ready-to-paste prompts for multiple generators at once. The six-format output per credit is genuinely useful, but the free tier is thin: five permanent credits total, not a daily refresh, which means most real users will hit the paywall fast. If you need a full design workflow rather than just prompt extraction, Canva covers far more ground. Best for: AI image creators who need multi-format prompt extraction from reference photos Not for: Teams needing full design workflows or daily free access without a subscription ## Overview Image to Prompt (image-to-prompt.org) is a single-purpose reverse-prompt tool. You give it an image and it gives you six distinct text prompts, one each for General, Midjourney, FLUX, Stable Diffusion, ChatGPT Image, and Nano Banana. Every analysis costs exactly one credit and produces all six formats in a single pass, which is the core value proposition: you are not paying per format, you are paying per image. The tool does not generate images. It reads the visible evidence in a reference, describing subject placement, lighting direction, color relationships, materials, and mood, then translates that into the syntax conventions each target model expects. It explicitly does not read EXIF metadata; camera-language terms like "shallow depth of field" or "85 mm product look" are inferred from appearance, not extracted from file headers. That is an honest limitation worth knowing before you trust the output as a technical record. Pricing is structured around a credit model with three tiers. The free account gives 5 permanent registration credits, used once. The $4.99 one-time BASIC pack adds 300 non-expiring credits with no subscription. The Pro plan at $9.90/month delivers 1,000 credits per billing cycle plus unlimited-size batch queues, which is the only tier that enables batch processing. Annual billing cuts the Pro price by 50%. Compared to directory competitors, Image to Prompt occupies a narrow but real niche. Canva has AI tools but does not reverse-engineer prompts from images. FrameThrower is built around film-still reference libraries and visual search for filmmakers, not prompt extraction. Neither does what Image to Prompt does, which makes it genuinely distinct, though also genuinely limited in scope. ## Who should use it AI artists who regularly pull inspiration from reference images and need to translate those visuals into working prompts for Midjourney, FLUX, or Stable Diffusion will get the most out of this tool. The six-format output in a single credit is particularly useful for creators who publish across multiple platforms and do not want to manually rewrite prompts for each generator's syntax. The $4.99 one-time pack suits hobbyists who analyze images occasionally and do not want a recurring charge; the Pro plan at $9.90/month makes sense for anyone processing more than a few dozen images per month. Creators who need a full design environment, brand asset creation, or social content production should look at Canva instead, which covers those workflows far beyond prompt extraction. Filmmakers and visual researchers building reference libraries will find FrameThrower's visual search and lookbook tools more purpose-built for their needs. ## FAQ Q: How many free analyses do I actually get before paying? A: You get a 3-image anonymous trial per browser and 5 permanent credits on registration, for a combined maximum of 8 analyses. Neither resets daily. Once those are used, you need the $4.99 one-time pack or the $9.90/month Pro plan. Q: Does one credit produce all six prompt formats or just one? A: One credit produces all six formats (General, Midjourney, FLUX, Stable Diffusion, ChatGPT Image, and Nano Banana) in a single analysis. There is no per-format charge. Q: Can I process multiple images at once without a Pro subscription? A: No. Batch queue access is exclusive to the Pro plan at $9.90/month. Free and BASIC one-time pack users are limited to one image at a time. Q: Does the tool read camera metadata from my image files? A: No. Camera and lens language in the output is inferred from the visual appearance of the image, not extracted from EXIF data. Terms like 'shallow depth of field' describe what the image looks like, not verified capture settings. Q: Do the Pro plan's monthly credits roll over if I do not use them all? A: No. The 1,000 monthly credits on the Pro plan expire at the end of each billing period. The $4.99 one-time BASIC pack's 300 credits never expire. Q: What image formats and sizes are supported? A: The tool accepts JPG, PNG, and WebP files up to 10 MB, as well as publicly accessible image URLs pasted directly into the interface.