Case study D2C fashion · India · Internal tool

A kurta on a hanger in.
A full shoot out.

Cotton Cottage is a handblock brand with four stores and a catalogue that never stops moving. Every new piece needed a model, a studio and a day. We built them a tool that takes the product photo they already have and returns the model shots, in three poses, in minutes.

Handblock, handwoven, since 2005

What they had The product photographed on a hanger

What came back The same garment on a model, studio lit

Same garment. Left is the photo the store already had. Right is the tool's output.

Before: this is what a new arrival looked like online. Accurate, and completely flat.

01 · The situation

Handblock does not sell on a hanger.

The whole value of a Sanganeri or an Ajrakh piece is how it falls on a person. A flat photo shows the print and hides the garment. But a shoot means a model, a studio, a stylist and a day, per drop, and the catalogue drops constantly.

photo_camera

A shoot per drop

Model, studio, stylist, retouch. Weeks of lead time for a collection that changes monthly.

rule

Inconsistent listings

Some products had model shots, some had a hanger. The store looked uneven.

palette

The print has to survive

Get the block print wrong and the picture is worse than useless. It has to be the actual fabric.

02 · What we built

Drop the photo. Pick the shots. Done.

No prompt writing, no settings to learn. The team chooses what the garment is, which poses they want and what background, and the tool does the rest. It can even read the product straight off the store page.

Give it the product photos

One to five shots of the same piece. Flat, on a hanger, or detail shots. More angles help, they are not required.

Say what it is

Men's kurta, women's dress, shirt. That one choice sets the model, the fit and how the garment should hang.

Pick the poses and the ground

Portrait, seated, full length, or a fourth fabric-detail frame. Studio ivory for the catalogue, warm lifestyle for social.

Or just paste the product link

The tool opens the live store page and pulls the name, the fabric and the details itself. Nothing to type.

account_treeHow the studio works

One product photo in. Three studio shots out.

No prompt writing and no settings to learn. The team makes three choices and the tool does the rest.

Comes in

photo_camera1 to 5 product photosFlat, hanger or detail

linkOr the store linkName and fabric read off the page

checkroomWhat the garment isSets the model, fit and hang

photo_library

The image studio

Passcode gated, in the browser, works on a phone.

check_circleMotif, scale and repeat read from the fabric
check_circleCollar, placket and hem carried over
check_circleOne studio, one light, every product

Goes out

personPortrait, seated, full lengthThree poses per garment

textureA fabric detail frameOptional fourth shot

storefrontReady for the listingLive the day it lands

Team

upload01Give it the photos

One to five shots of the same piece. More angles help, none are required.

Team

checkroom02Say what it is

Men's kurta, women's dress, shirt. One choice sets the model and the fit.

Team

view_carousel03Pick poses and ground

Portrait, seated, full length or detail. Studio ivory or warm lifestyle.

Studio

auto_awesome04It builds the shoot

The block print and the construction have to survive. That is the whole build.

Team

check_circle05Pick the shots

Same light, same ground, same crop, so a category page reads as one shoot.

Store

storefront06Live the same day

No booked shoot per drop. The listing goes up with the stock.

Built withupload1 to 5 source photoslinkReads the store pagelockPasscode gatedphone_iphoneWorks on a phone

03 · What comes out

Three poses. One consistent studio.

Same light, same ground, same crop, every product, every time. That consistency is worth as much as the images: a category page finally looks like one shoot.

Made from this one photo

Yellow Bagru kurta

Made from this one photo

Midnight blue diamond shirt

Made from this one photo

Steel blue check shirt

Every frame above came out of the tool from the product photo directly above it. Nothing retouched by hand.

04 · The hard part

Keeping the print honest.

A pretty picture of the wrong garment is a returns problem. The whole build was about constraint: the fabric, the block, the buttons and the cut have to survive, or the tool is worse than no tool.

The block print must match the fabric

Motif, scale and repeat are read from the source photo, not invented

non-negotiable

Construction stays as made

Collar, placket, pocket, sleeve length and hem carry over from the real piece

non-negotiable

One studio, one light

Ivory ground, same key light and crop, so a category page reads as a single shoot

consistency

Indian models, natural faces

Real proportions and skin, no plastic gloss. It has to look like a photograph

quality bar

The team runs it, not us

Passcode, browser, no installs, no prompt writing

handed over

What changed

Before

closeA booked shoot per collection drop
closeSome listings on a model, some on a hanger
closeNew arrivals waiting on photography

After

checkThree model shots from the photo they already took
checkEvery product shot the same way
checkA drop can go live the day it lands

upload1 to 5 source photos linkReads the store page lockPasscode gated phone_iphoneWorks on a phone

A kurta on a hanger in.
A full shoot out.

Handblock does not sell on a hanger.

Drop the photo. Pick the shots. Done.

One product photo in. Three studio shots out.

The image studio

Three poses. One consistent studio.

Keeping the print honest.

More case studies. All live.

Is photography the thing holding your catalogue back?

A kurta on a hanger in.A full shoot out.

Handblock does not sell on a hanger.

Drop the photo. Pick the shots. Done.

One product photo in. Three studio shots out.

The image studio

Three poses. One consistent studio.

Keeping the print honest.

More case studies. All live.

Is photography the thing holding your catalogue back?

A kurta on a hanger in.
A full shoot out.