Upload one clear hat photo, pick a model and get worn images. Check the shape, brim width, crown height and hair before you publish; this is a visual preview, not a size check.
Navy baseball cap worn, crown structure, brim curve and stitching kept
Accessory Images
After the AI hat try-on, use the tools below to add colorways, clean up packshots or put the rest of the outfit on a model.
What it is
An AI hat try-on uses an image model to put a hat from a product photo onto a model’s head, creating a worn image that looks like a real photo.
You upload one clear photo of the hat and pick a preset model or upload a portrait.
The model scales the hat to the head, seats it straight, lets hair show naturally under the brim and adds a natural forehead shadow, while keeping the shape, crown height, brim width and curve, color, fabric texture, stitching and embroidery or patch position as close to your photo as it can.
You can pick Baseball cap, Beanie, Bucket hat or Wide brim (including fedoras and straw hats), with Close-up or Keep original framing.
On ProductShot AI, each image uses 10 credits, and you can generate 1 to 4 images at a time. New accounts get one free generation. Each run takes one hat photo, and you sign in to generate.
Results are saved to your history, so you can come back later to download them or try the same hat on another model. The credit cost is shown under the Generate button before you start.
It works best when you have many styles and colors and few worn photos. A single cap often comes in eight colors, and shooting every one on a model is not practical.
With the AI hat try-on you can give every color a worn image on different genders, ages and hairstyles. The nine preset models are fictional: five women and four men, none wearing a hat.
When you upload a portrait, use only your own photo or one you have permission to use, never a public figure. Front or three-quarter portraits with the forehead visible and no other hat work best.
Before a result goes live, check four things in order. First the hat itself: shape, crown height, brim width and curve, color, fabric and embroidery. Then the way it is worn: seated straight at a believable depth, not floating above the head.
Then hair and face: hair showing naturally under the brim, a natural forehead shadow and ears covered correctly. Finally the whole image: even lighting and no added logos or text.
If anything is off, keep the hat photo loaded, pick another model or add a note such as “keep brim curve and front embroidery”, and generate again. Inner labels, strap closures and real head size belong in real photos and text specifications.
Five women and four men of different ages, skin tones and hairstyles, none wearing a hat.
Use a portrait with the forehead visible that you have permission to use.
Options for caps, beanies, bucket hats and wide brims.
Wearing depth, hair and forehead shadow handled together.
Generate 1 to 4 versions next to the hat photo and keep the best.
10 credits per image, shown under the Generate button.
Why ProductShot AI
Every setting is designed around one question: can this worn hat image go straight into your store?
The prompt keeps the hat shape, crown height and brim curve, with no flattening or stretching.
Cotton, knit, straw and felt textures and colors are asked to stay true to your photo.
The hat sits straight on the head, hair shows naturally and the forehead shadow looks real.
Uploaded portraits are used to generate your result; upload only photos you may use.
Pick notes for brim, fabric, embroidery position, hair or framing.
A visual preview, not a head-size or comfort check; the result area reminds you to check.
Use Cases
Each starts from one clear hat photo and ends with the same hat on a head, ready to check.
A cap on white does not show how deep it sits or how the brim frames the face. On a head it does. Check that the brim curve, crown panels and front embroidery stay as photographed.
Knit hats change shape when worn. A worn image shows the cuff and slouch. Check that the rib pattern, yarn thickness and pom-pom size match your photo.
The sloped brim is the whole look of a bucket hat. Pick Bucket hat and check that the brim angle, stitching rows and fabric texture are kept, and that the brim does not flatten.
Big brims are hard to shoot without shadows on the face. Check brim width against the shoulders, the weave or felt texture, the hatband, and that the face shadow looks natural.
Teams, creators and brands sell caps with their own embroidery. Use your own artwork only, and check that the patch stays in place with no added text or logos.
By Channel
A worn image shows crown height, brim width and fit at a glance. These are the places sellers use them most.
Online StoreAdd one worn image next to the packshot for every hat, so the gallery shows the hat and how it fits on a head.
MarketplacesUse the same model and framing across a collection so every listing image looks like part of one catalog.
Product LaunchSee new colors and shapes on a head before samples reach a studio, and save shoots for proven sellers.
Social and AdsTest which hat and model combination earns more clicks before booking a full campaign.
How it works
Upload the hat, pick a model, generate and check. Everything happens on this page.
Upload one clear photo of the cap, beanie, bucket hat or wide-brim hat, JPG, PNG or WEBP up to 16MB. A normal photo on a plain background works; no transparent PNG is needed. Or start from one of the three examples.
Choose one of nine preset models, or upload a portrait you have permission to use. Pick Baseball cap, Beanie, Bucket hat or Wide brim, then Close-up or Keep original framing.
Generate 1 to 4 versions at 10 credits each. The result area shows the hat photo next to every version.
Check the hat shape, crown height, brim width and curve, color, fabric, embroidery position, wearing depth and hair. Swap the model or regenerate without re-uploading, then download.
Method comparison
Three ways to show hats being worn. Use AI images for listings and tests, and real photos for close-up details.
Multiple
output styles
Reference-led
direction
Built-in
before-and-after review
Book a model and a studio, ship samples and shoot every hat.
Upload one hat photo, pick a model and get worn images to check.
Tips
The hat photo and the portrait decide most of the result.
Details to keep + how it should be worn
Notes are optional. For distinctive hats, cover these two points:
Further reading
Articles on listing images, lighting and model photos.
WorkflowHow ecommerce teams prep soft supplier packs and re-exported marketplace images with free browser clarity enhancement before Amazon and Shopify uploads.
LightingA practical guide to product photography lighting, soft light, fill light, backlight, reflection control, and difficult materials.
WorkflowA practical workflow for taking sellable ecommerce product photos with a phone, simple setup, and AI-powered variations.
WorkflowCompare AI lifestyle photo generators for realistic ecommerce scenes, product preservation, catalog consistency, and campaign workflows.
GuideCompare AI product photography generators for white background images, studio shots, lifestyle scenes, and ecommerce campaign visuals.
White BackgroundLearn why white background product photos are harder than they look, how platform rules differ, and how to preserve details.
Feedback from some of our users. Thumbnails show products from their categories.
“One cap, eight colors, and only two had model photos. Now every color has a worn image.”
“Flat beanies never showed the fit. After adding worn images, fewer buyers ask what it looks like on.”
“Real shoots of wide brims leave faces in shadow. Generating two and picking the softer one works well.”
“We use our own embroidered caps, check every patch position, and list the adjustable range.”
“The pinched crown matters most. Keep original framing gives the steadiest results.”
“One bucket hat on a man and a woman shows buyers it is unisex at a glance.”
FAQ
Credits, models, accuracy, supported hat styles, and what worn hat images can and cannot show.
Upload one hat photo and pick a model. 10 credits per image, and new accounts get one free generation. The image is a visual preview, not a head-size check, so review it before you publish.
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