Why we built Mahila: AI Virtual Try-On  ·  See it on you before you buy
Live on Mahila  ·  Still actively in development

See it on you, before you buy

Mahila exists to showcase something we built ourselves: an AI Virtual Try-On model designed for Pakistani and South Asian eastern wear — outfits no existing try-on tool was built to handle.

20–40%

of apparel bought online is returned — fit and appearance are the leading reasons

Why this exists

Buying eastern wear online is still a guessing game

A kameez, trouser and dupatta rarely read as separate pieces — they have to work as one outfit, on one body. Product photos on a model tell you very little about how that same outfit will actually sit on you. Every existing virtual try-on tool was built for Western retail: a single garment, on a standard pose, with a clean flat-lay photo to work from. Pakistani brands publish on-model photography almost exclusively, and outfits are rarely just one piece — so none of those tools transfer.

That gap is expensive for everyone: shoppers lose trust in online eastern wear, and brands absorb the cost of returns that often can't be resold as new. We built AI Virtual Try-On to close it.

How it works

From your photo to a full outfit render

01
You tap Try On
From any product page, upload one clear photo of yourself.
02
Our AI gets to work
Your photo and the outfit are sent to a model we fine-tuned specifically on Pakistani eastern wear — built on IDM-VTON, trained on our own dataset of two- and three-piece outfits.
03
The full outfit is rendered on you
Not one garment stitched onto a photo — the kameez, trousers and drape are generated together as one coherent outfit.
04
You see it, then decide
The result appears right in the try-on window, ready to compare, download, or share before you add to cart.
80–90%
Rendering accuracy in our latest testing
1,500+
Paired training images, and growing
2–3 min
Typical render time once the model is warm
Live
Running in production on Mahila today
Why we built it this way

Built for trust, not just novelty

This isn't a gimmick — it's how we want online eastern wear to work. When shoppers can see an outfit on themselves first, they buy with more confidence and return less. That's better for the customer, and better for every small brand that can't absorb high return costs.

Builds trust
Fewer surprises when the order arrives.
Cuts returns
Fit and drape are checked before checkout, not after.
See it in action

Real Try-On Results

AI Virtual Try-On result 1 — outfit rendered on an uploaded photo
Try-On Result 1
AI Virtual Try-On result 2 — outfit rendered on an uploaded photo
Try-On Result 2
AI Virtual Try-On result 3 — outfit rendered on an uploaded photo
Try-On Result 3
AI Virtual Try-On result 4 — outfit rendered on an uploaded photo
Try-On Result 4
AI Virtual Try-On result 5 — outfit rendered on an uploaded photo
Try-On Result 5
AI Virtual Try-On result 6 — outfit rendered on an uploaded photo
Try-On Result 6
AI Virtual Try-On result 7 — outfit rendered on an uploaded photo
Try-On Result 7
AI Virtual Try-On result 8 — outfit rendered on an uploaded photo
Try-On Result 8
AI Virtual Try-On result 9 — outfit rendered on an uploaded photo
Try-On Result 9
AI Virtual Try-On result 10 — outfit rendered on an uploaded photo
Try-On Result 10
AI Virtual Try-On result 11 — outfit rendered on an uploaded photo
Try-On Result 11
AI Virtual Try-On result 12 — outfit rendered on an uploaded photo
Try-On Result 12
AI Virtual Try-On result 13 — outfit rendered on an uploaded photo
Try-On Result 13
AI Virtual Try-On result 14 — outfit rendered on an uploaded photo
Try-On Result 14
AI Virtual Try-On result 15 — outfit rendered on an uploaded photo
Try-On Result 15
AI Virtual Try-On result 16 — outfit rendered on an uploaded photo
Try-On Result 16
AI Virtual Try-On result 17 — outfit rendered on an uploaded photo
Try-On Result 17
AI Virtual Try-On result 18 — outfit rendered on an uploaded photo
Try-On Result 18
AI Virtual Try-On result 19 — outfit rendered on an uploaded photo
Try-On Result 19
Currently in development

Next: a Try-On widget any brand can install

Mahila is where we're proving this works end to end, on a real storefront, with real customers. The next step is packaging the same technology into a plug-and-play widget that any small independent fashion brand can drop into their own store — no engineering team required.

Over time, that widget is the foundation for a B2B SaaS product serving eastern-wear brands beyond Mahila. We're actively building this right now — this page will grow as it does.

Interested in an early pilot?

We're taking on a small number of brands to pilot the widget before wider release.

aivirtualtryonmirror@gmail.com
On the roadmap
01
Plug-and-play widget
For any e-commerce storefront
02
No flat-lay required
Support for brands without clean flat-lay product shots
03
Beyond Mahila
Expansion to other eastern-wear brands
04
Wider testing
Across more body types and sizes
Live on Mahila
AI Virtual Try-On running in production
Widget in development
Plug-and-play for any storefront
B2B SaaS platform
Serving eastern-wear brands beyond Mahila

Try it on a Mahila piece

Open any product page and look for “Try It On” to see AI Virtual Try-On for yourself.

Shop the Collection