Sixty SKUs in five colourways, a sample that landed two weeks before launch, and a shoot budget that covers the hero looks. Work from the photo you already have: PDP cutouts, on-model shots, flat lays, and the vertical cuts paid social eats through in a week.
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Nano Banana Pro
Seedream 5
FLUX 2 Flex
On-modelFashion product imagery is the full set of shots a drop needs before it can sell: a clean cutout for the PDP, front and back, a detail crop, a flat lay, an on-model look, and a vertical cut for social. Volume is the real problem. Sixty SKUs in five colourways is three hundred product pages, and the sample lands two weeks before launch with a budget that covers the hero looks only. DesignerBox works from a photo of the garment you already own, a rail shot or a phone frame on a form, and builds the rest around it. A saved brand profile holds your palette, your logo and your reference shots, so the tenth SKU comes back looking like it came off the same set as the first.
Four jobs that stand between a sample on the rail and a live product page.
Every style needs the same grid: front, back, a detail crop and a clean cutout on white. Start from one photo of the sample, then produce the set at PDP spec. Rerun it per colourway so the size run and the whole drop match, style to style.
One sample arrives in one colour. The rest of the run is a lab dip and a promise. Recolour from the sample shot, check the result against the physical swatch, and publish a set that holds together. Fabric, drape and stitching stay put while the colour changes.
A lookbook wants styling; a PDP wants clarity. Build both from the same source frames. Arrange overhead flat lays with the belt and the shoe that sell the look, then relight the same garment for the clean e-comm frame. Two jobs off one sample, no second call sheet.
Paid social burns through video faster than a shoot day can feed it. Turn a lookbook still into a few seconds of movement: fabric catching light, a slow push on the hem, a turn that shows the back. Cut it vertical for Reels and TikTok, square for feed.
Four tools, each doing one part of a drop. Run your own sample through them.
Put the garment on a body without booking a casting, a studio and a fitting. Upload the sample shot, choose the model, and get the on-model frame the PDP is missing. Built for the SKUs that never made the shoot list, and for a second look on the hero styles.
Open the tool
Overhead arrangements, styled and lit. Lay the piece with the belt, the shoe and the bag that go with it, or keep it bare for the size run grid. Good for category tiles, the lookbook spread, and the flat lays that carry a launch email.
Open the tool
Take a lookbook still and give it motion. Fabric catches the light, the hem swings, the model turns to show the back seam. Enough for a Reel, a story frame, or the autoplay clip at the top of a collection page, cut from a still you already have.
Open the tool
Strip the rail, the hanger shadow and the studio floor. What is left is a clean cutout on white, the ghost mannequin look most product pages and marketplace main images ask for. Run it across the drop so every thumbnail sits on the same background.
Open the toolEach before and after above demonstrates the tool named on the card, using that app's own sample image, so the subject you see may not be from this industry. Run the same tool on your own photos to see it on your work.
The route every SKU takes, from the frame you shot on a phone to the file your product page loads.
Each surface asks something different of the same garment. Here is what each one wants.
A product detail page wants consistency more than art direction: the same crop, the same background and the same distance from the lens on every SKU, so a category grid does not look assembled from four separate shoots. Most fashion sites run a square or 4:5 portrait main image with enough resolution for zoom, plus a back view, a detail crop and one on-model frame. Produce that set per colourway and the grid reads as a single collection.
Marketplace main images are graded against a spec sheet, not against taste. The common requirements are the garment on a pure white background, the product filling most of the frame, no props or watermarks in the hero slot, and a long edge big enough to trigger zoom (1600 px is a frequent floor). A clean cutout satisfies that, and the styled and on-model frames go in the secondary slots. Check each marketplace's current policy on generated imagery before you upload, because the rules differ by platform.
Paid social needs the drop in the formats the platform serves: 1080x1350 for a 4:5 feed post, 1080x1920 for Reels, Stories and TikTok, and 1000x1500 for a Pinterest pin. A shot framed for a PDP crops badly into 9:16, so the garment has to be composed for vertical from the start, with room at the top and bottom where the interface sits. Build the vertical cut as its own asset rather than a crop of the e-comm file.
A linesheet is read by a buyer deciding what to place, so it wants one honest image per style: front on white, back where the detail matters, every colourway in the same crop, sitting next to the style code, the size run and the wholesale price. Trade portals and B2B catalogues take the same cutouts your PDP uses. DesignerBox produces those images; you drop them into the linesheet template you already send to buyers.
A workflow saves a sequence of steps once and reruns it on the next file. For a drop, that is the difference between styling one SKU and styling three hundred. Set it up on the first style: remove the background, place the garment on white at the PDP crop, produce the on-model look, build the flat lay, then cut a 1080x1920 version for Reels. Save it. The next sample photo runs through the same steps in the same order and comes back with the same framing, the same light and the same margins. Colourways run through it too, so the bone and the navy version of a shirt land in the grid looking like siblings rather than two different shoots. There is an MCP server and an API if you want runs triggered from your own system.
The parts of DesignerBox a fashion team reaches for most.
See how a garment sits on a body before you commit to a casting. Useful for the long tail of SKUs that never make the shoot list and still need an on-model frame.
The full method for turning a sample or a supplier packshot into e-comm shots: lighting, angles, backgrounds and the crop your product page expects on every SKU.
Turn a lookbook still into motion for launch week. Fabric moves, the model turns, and the drop gets a clip for Reels without booking a second shoot day.
The vertical cuts, carousels and story frames that carry a drop through launch, sized for the feed rather than cropped down from a file built for the PDP.
Save the sequence you run on one SKU and rerun it on the next sixty. This is how a season stops being sixty separate briefs and becomes one setup.
Single-purpose tools for one task at a time: flat lay, try-on, background removal, product ad. Open one, run the sample through it, move to the next style.
Different jobs want different models, and one subscription covers every one of them here instead of a separate licence each. For clean e-comm frames and close garment detail, start with Nano Banana Pro, Nano Banana 2 or GPT Image 2. For styled campaign scenes, try Seedream 5, FLUX 2 Flex or FLUX Pro 1.1. Kontext Multi is built for edits that have to respect the original file, which is what a background swap on a real sample shot needs. For motion, Veo 3.1 and Veo 3.1 Fast, Sora 2 Pro, Seedance 2.0, Kling 2.6 Pro and Runway Gen-4.5 turn a lookbook still into a few seconds of movement. Run one sample photo through two of them, compare the drape and the colour, and keep the version that looks like your product.
Open a model page and see what it does with a garment before you commit a drop to it.
What brand and e-commerce teams ask before they run a drop through this.
This page covers how a business like yours works. These cover the craft: lighting, angle, background and the shot list.
Neighbouring sectors that hit the same production problem from a different angle.
Ad creative, styled serves, retailer crops and video for every pack and SKU, from one packshot.
Product photos, styled scenes, social ads and video for pet food, treats, toys, accessories and pet tech.
Show a pack on shelf, in the aisle and beside the competitor set before the first production run.
Packshots, swatches, texture shots and paid social creative for every SKU, without a studio day per push.
Upload one frame of the sample on your desk and see the set come back: cutout, on-model look, flat lay and a vertical cut. Run a style through end to end on the free plan before you commit a season to it.
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