Product photo prompt from an ecommerce reference
Extract surface, props, lens, and lighting language from a product image for Shopify, Amazon, or DTC creative.
Reference image to commercial promptProduct photo · Ads · AI videoMidjourney · Flux · SDXL · Kling · Veo · SoraPro, batch, APIPrompt templatesPrompt teardowns
Reference Image to Commercial Prompt Studio
From reference image to campaign-ready prompts. Upload a product photo, ad reference, or picture and turn it into text prompts for ecommerce visuals, paid social, and AI video tools.
Commercial workflow, not just a caption.
PromptLens reads basic visual signals in the browser, then shapes them into product photo, ad creative, image-to-video, and campaign brief formats.
GeneralStructuredMidjourneySDXLNegativeVideo MotionCampaign briefJSONAlt Text
28prompt teardowns
Curated launch examples for ecommerce, ads, AI video, BOFU, and platform workflows.
9starter templates
Copyable campaign prompts across product photos, paid social, and image-to-video work.
9output formats
General, Structured, Midjourney, SDXL / Flux, Negative, Video Motion, Campaign Brief, JSON, and Alt Text.
0backend upload in fast mode
The public fast path reads the selected image in the browser before paid hosted vision exists.
Image inputPNG, JPG, WEBP, GIF
3 free prompts left todayFree mode includes 3 prompt drafts per browser per day. Pro is for repeated commercial work, batch variants, saved cloud briefs, and API access.
Optional Accurate captionUses Transformers.js in the browser to add an image-to-text caption before prompt structuring. The first model download can be slow, and the fast prompt path remains the fallback.
Prompt outputSelect an image to begin
General prompt
Upload or load a sample image, then generate a prompt draft.
Reference image regeneration
Local templatesRepaint the uploaded image or render a fresh variation using the local prompt library.
Prompt draftReference edit uses Gemini 2.5 Flash Image.
Ready when you are
Source
Upload a reference image to start.
Result
Generated image will appear here.
Commercial prompt examples
The strongest prompts preserve subject, composition, materials, lighting, motion, and campaign context.
Ad creative prompt from a lifestyle image
Translate pose, framing, wardrobe, palette, and studio light into a scroll-stopping ad visual prompt.
Image to video prompt from a reference frame
Turn a reference frame into video motion notes for camera move, scene continuity, atmosphere, and pacing.
Ecommerce
Beauty product photo reference
Turns material, lighting, surface, and label-safe negative space into a product prompt.
Paid socialTikTok ad frame
Extracts mobile crop, product close-up, handheld energy, and caption-safe layout cues.
AI videoProduct frame to Kling
Keeps product geometry stable while adding a slow reveal and commercial pacing.
Starter prompt templates
Open templates Open teardowns Copy ecommerce, paid social, and AI video templates, then combine them with the visual read from your reference image.
Competitor response
PromptLens is not a generic converter
Competitor pages prove the base upload-to-prompt job is table stakes. PromptLens responds by turning the same reference into a reusable commercial prompt workflow.
AngleGeneric converterPromptLens
Output job
Usually returns one caption-style prompt from the uploaded image.
Creates a prompt pack across commercial, model-specific, JSON, alt text, and campaign brief formats.
Buyer use case
Useful for quick creative play or a one-off image generation draft.
Built around ecommerce, paid social, AI video, and agency handoff workflows.
Reuse loop
The result is often copied once and then lost.
Supports local briefs, cloud-save readiness, share briefs, templates, and teardown assets.
Commercial guardrail
Rights and brand safety are usually left outside the product flow.
Adds a commercial rights checklist before copy, share, pack export, or JSON download.
Built for commercial creators
PromptLens is for people turning references into sellable visuals, campaign tests, and repeatable AI production workflows.
Ecommerce sellers
Turn competitor-safe references, catalog shots, and mood boards into product photo prompts with lighting, props, material, and background control.
Ad creative teams
Reverse-engineer the visual direction of winning ad references, then draft prompt variants for paid social, landing pages, and campaign tests.
AI video creators
Convert still references into video motion prompts with camera movement, subject action, continuity, and model-ready direction for Kling, Veo, or Sora.
Model-specific prompt workflows
Start with the same reference image, then adapt the prompt for the model or platform where the creative work will happen.
ChatGPT image to promptCreate structured image generation and edit briefs for ChatGPT.Gemini image to promptConvert references into visual reasoning and creative prompt briefs.Flux image to promptCopy compact FLUX / SDXL prompts with negative constraints.Midjourney image to promptTurn references into compact image prompts with commercial guardrails.Stable Diffusion image to promptPrepare SDXL prompts, negative prompts, and iteration notes.Kling image to video promptTurn still frames into camera, motion, and continuity prompts.Runway image to video promptDraft still-frame motion briefs for Runway-style video work.Sora prompt from imageDraft cinematic video prompts from a reference image or frame.
Focused prompt workflows
Use the closest workflow when a reference image has a specific channel, platform, product category, or structured handoff job.
Camera motion prompt from imagePlan push-in, pan, orbit, lock-off, and continuity prompts from a still frame.AI image describer full detailExpand a reference into detailed description, prompt fields, alt text, and review notes.Gemini AI photo promptSeparate photo evidence, preserve/change notes, and rights review.ChatGPT caricature promptTurn permitted portraits into caricature briefs with likeness guardrails.Veo image to video promptTranslate a still frame into camera motion and continuity notes.Landing page screenshot to promptRead hierarchy, CTA placement, section flow, and originality limits.Amazon product photography promptsKeep marketplace image prompts product-first and review-ready.Ecommerce catalog image promptsKeep catalog angle, scale, lighting, and per-SKU product truth consistent.Beauty product photography promptsControl skincare lighting, glossy materials, label space, and claim review.Fashion product photography promptsShape apparel drape, textile texture, fit framing, and flat-lay composition.Food product photography promptsBalance package truth, appetizing texture, ingredient cues, and claim review.Jewelry product photography promptsControl macro detail, reflections, scale, and material claims.Anime image to promptTurn anime references into original style prompts with IP guardrails.Image to prompt JSONMove prompt fields into a structured QA or automation handoff.
Upload a reference
Drop, select, or paste a product photo, ad reference, picture, or video frame. The fast analysis runs in the browser, so your selected file is not sent to a PromptLens backend.
Pick a commercial workflow
Shape the same visual reading with Balanced, Tighter, Art Style, Product Shot, or Marketing Visual modes.
Get campaign-ready outputs
Copy General, Structured, Midjourney, SDXL / Flux, Negative, Video Motion, Campaign Brief, JSON, or Alt Text output depending on where you plan to use the result.
FAQ
Short answers for ecommerce, ads, AI video prompts, privacy, prompt quality, image to text prompt wording, and model compatibility.
Is this commercial image to prompt studio free?
Yes. This version runs in your browser and does not require an account. It is designed as a fast first prompt draft for creators.
What is the difference between image to prompt and image to text prompt?
Image to prompt usually means turning a visual reference into a reusable creative prompt. Image to text prompt is a close long-tail phrase for the same workflow: describing the image as prompt-ready text for tools like Midjourney, Flux, SDXL, or AI video tools.
Can I use it for ecommerce product photo prompts?
Yes. Product Shot mode turns a reference into prompt language for clean surfaces, controlled studio lighting, materials, props, background, and premium detail. It is useful for Shopify, Amazon, DTC, and catalog-style creative drafts.
Can it create ad creative prompts from a reference image?
Yes. Marketing Visual mode focuses on scroll-stopping composition, brand-safe visual direction, negative space for copy, and campaign-ready prompt structure for paid social or landing page visuals.
Can I use this as an image to video prompt tool?
Use the Video Motion output as a starting point for Kling, Veo, Sora, Runway, or similar tools. It adds camera movement, subject motion, scene continuity, and commercial pacing to the visual reference.
Does this tool send my image to a server?
The fast prompt path analyzes the selected image in your browser. The file is not uploaded to a PromptLens backend.
What kinds of images work best?
Clear product photos, ads, lifestyle images, portraits, artwork, screenshots, and reference frames work best. Very small, blurry, or heavily cropped images may produce less specific prompts.
Are the generated prompts always accurate?
No image-to-prompt tool is perfect. Treat the output as a strong draft, then edit details like product claims, exact style, camera lens, brand constraints, character identity, or legal restrictions.
Can I use the prompt in Midjourney, Flux, Stable Diffusion, Kling, Veo, or Sora?
Yes. Use Midjourney or SDXL / Flux outputs for image models, and Video Motion for image-to-video models such as Kling, Veo, Sora, or Runway. Always review platform rules and rights before commercial use.
What should I avoid using it for?
Do not use it to copy protected brand assets, celebrity likenesses, private images, adult content, misleading claims, or rights-infringing creative. The tool is intended for legitimate commercial prompt drafting.