


IMG_4665.HEIC
A cap, a navy chore jacket and a white tee, worn together on 17 July.
- navy chore jacket
- white t-shirt
- black baseball cap
Clozit reads the garments straight out of photos you already have — mirror shots, nights out, holidays. It cuts each piece out, renders it as a clean product image, and catalogues it. Then it builds outfits from what you genuinely own.
No photographing garments one at a time. JPEG, PNG and HEIC, straight from your phone.









Real output
26 garments from 12 photos
The problem
Every other digital wardrobe starts you at the same wall: photograph each garment against a blank background, cut it out, tag it, repeat. It's fine for the first ten pieces. Somewhere around fifteen it becomes a chore you quietly stop doing — and a half-catalogued wardrobe can't style anything, so the app you downloaded for outfits never gets to the outfits.
Ingestion is the whole problem. Clozit solves that one first.
How it works
Three steps, and only one of them asks anything of you.
Thirty is a good start; a hundred is better. Full-length mirror shots earn their keep — one photo can carry an entire outfit. Old holiday and night-out pictures count just as much. JPEG, PNG and HEIC all work, images are downscaled in the browser before they upload, and duplicates are dropped on arrival.
Clozit locates each garment in each photo, crops it out and reads its label, category, colours, pattern, material and formality. You get one card per find: right to keep, left to discard, up to correct anything it got wrong — or mark it as a piece you already have and merge the two.
Everything you kept is rendered as a clean catalogue shot on white, framed identically, and lands in a wardrobe you can filter. From there Clozit builds outfits — the ones it found in your photos, and new ones assembled from the same pieces.
Watch it work
Seven ordinary photos — a beach, a snowfield, a mirror selfie — each run through Clozit exactly once. Pick one and see every garment it pulled out: located in the photo, cropped, read, and re-rendered as a clean catalogue shot.

7 garments found

Olive green coat
coat

Rust turtleneck sweater
sweater

Charcoal trousers
trousers

Plaid scarf
scarf

Leather boots
boots

Brown leather backpack
bag

Knit beanie hat
hat
Unedited pipeline output — the same detection, cropping and rendering the app runs on your photos. The seven source photos are AI-generated, from photoai.com.
The wardrobe
Clozit builds each product shot from every crop it holds of that piece, so something you wear often renders truer than something it saw once. Backgrounds are snapped to the same white and every garment is framed to the same proportion — the grid reads like a catalogue, not a scrapbook.
26 garments
out of 12 ordinary photos


























Every image on this page is unedited output from a single run of Clozit. Nothing here is stock photography or a mockup.
Outfits
When several garments turn up in the same photo, that was an outfit you actually wore. Clozit reconstructs those out of your own history, then uses them as a taste prior for new combinations from the same wardrobe. Suggestions are checked against real rules before you see them — one top and one bottom or a dress, at most one jacket, one pair of shoes, two accessories.
Named after the photo they came out of. These pieces were worn together.



A cap, a navy chore jacket and a white tee, worn together on 17 July.



Brown quarter-zip, dark navy jeans, white sneakers.



Dark brown sweater over dark blue jeans, backpack on.



White tee, black shorts, flip flops — all three in one shot.
New pairings from the same 26 garments, each with the reason it was put together.




The clean white tee and white sneakers form a crisp neutral base that highlights the subtle utility contrast between the navy chore jacket and olive trousers.




The striped nautical sweater pairs effortlessly with dark navy jeans and a baseball cap for a classic, casual aesthetic.




Combining a cream sweater with a dark leather vest creates rich textural contrast above earthy olive trousers.




Rich brown sweater tones paired with deep blue denim and a technical shell make for a grounded, functional cool-weather look.
Control
The machine does the tedious part. You keep the final say on every single garment that ends up in your wardrobe.
Every detection is a card you decide on. Nothing joins your wardrobe without a swipe.
Label, category, colours, pattern, material, formality — all editable before you keep a piece, and after.
Same jumper in four photos? Clozit offers the items it might already be, and merges instead of duplicating.
Open any garment to see the crops it was built from and the original photos it turned up in.
Privacy
Clozit asks for pictures of you, so it owes you a straight answer about what happens to them.
Early access
It's a new project, still finding its edges. Everything on this page is real output from the app as it works today — no mockups, no roadmap items dressed up as features, and no numbers it hasn't earned. There's no waitlist and nothing to sign up for.
Open it, point it at your camera roll, and see what it finds.