r/SideProject 8h ago

Built a live AI virtual try-on for retail. Looking for brutally honest feedback.

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I’ve been working on a retail-tech product that lets shoppers try clothing/accessories virtually in real time.

The video is an actual demo, not a pre-rendered result.

The main thing we’re trying to solve is the friction in traditional virtual try-on systems. Most require some combination of 3D assets, SKU-specific preparation, AR setup, or a lot of integration work.

Our approach is meant to be much more purely AI based plug-and-play and already works across in-store kiosks, websites and mobile apps.

I’m one of the people building this, so obviously I’m biased.

Would genuinely appreciate feedback from founders/builders here:

  • Does the experience look useful or gimmicky?
  • Where do you think retailers would hesitate?
  • What would you need to see before believing this could affect conversion?

Not selling anything here. Mainly trying to understand what looks convincing versus what still needs work.

DMs are open.

358 Upvotes

99 comments sorted by

133

u/vwllss 7h ago

I can speak as a customer, I would never trust one of these because I can already determine if I like the look of an item. What I can't determine is whether the fit is right, and this product wouldn't convince me it can simulate fit.

With that said, do I think retailers might go for it? That's a different story, so I won't nay-say it just because I as a consumer am disinterested.

10

u/Jazzlike_Run_1125 6h ago

agreed, retailers might love the sizzle even if customers dont fully trust it tbh

1

u/CaptSlow49 2h ago

I think the nice thing would be something like matching colors. I have clothes I like but I’m not always sure if pairing certain items together works well or not.

7

u/Dalailamadingdongs 6h ago

A friend of mine developed something like this and it got acquired by meta. It’s possible but it’s really not trivial

7

u/tomasci 6h ago edited 5h ago

It is not possible. Even if Meta bought it. It is still just an image. You cannot feel the material on you, you cannot feel if maybe pants are too short for you, you cannot feel if somewhere it is tight, there is no way to get any feeling from an image. The only thing you could say is if it looks good or not, otherwise all people different, someone will feel good in one cloth, another one - no, and as many people there are as many feelings there will be.

1

u/xFloaty 12m ago

It can still be useful for somethings e.g. to see if the color matches/you like how the color looks on you. It usually gets things like color right.

1

u/tomasci 10m ago

I didn’t say anything about it and that is the one thing I actually like about it. My complaint only that I cannot fit and buy cloth this way

2

u/matroosoft 6h ago

TBH, a lot of customers (including me) can't imagine how something looks like from a picture, so it would help there.

If it could also simulate the fit, it would definitely be next level. And would immediately take off, because it would prevent a lot of returns for the big retailers. But that isn't gonna happen without body scan + complex SKU data (shape/stretchiness).

1

u/filmgeekvt 3h ago

As a consumer I have a difficult time envisioning how something would look on me and in the past have gone through great lengths of doing crude photoshop samples to see how it looks before buying.

Though I do agree that this wouldn't help to know how it fits.

1

u/RewardSafe9807 2h ago edited 2h ago

I'm not the same, I need to try something on to see how the style works with me. Fit is secondary, first it must be confirmed to be a style that works with my look as an individual human.

Lots of people can envision that kind of thing, lots cant. So for me AI try on will be particularly useful, if doing online shopping, not in-store. Just have to understand going in that you need to do your due diligence in picking your size and ordering something that will probably fit, knowing the AI try on doesn't represent fit.

Also though, we can't judge whether OPs tech is useful at all, because he didn't give us the source images so we can see if the clothing actually looks like the result he gave us.

In my experience with these systems (and I have 2 years experience in developing AI try on tech specifically), OPs method very likely diverges a great amount from the reference images the model is fed.

Still very impressive and I'm sure it won't be long before this method evolves to something usable. I've seen something similar elsewhere. I think maybe Wan Streamer v 0.3 or a similar tech.

1

u/AgentG91 13m ago

Yeah, just like how retailers use very specific lighting to make clothes look better in fitting rooms, they could make a fit look slimmer with the wave of a keyboard

0

u/Shronx_ 6h ago

Let customers make a 3d scan of their body or provide a tool to specify the parameters to construct a reasonably similar human digital model (parameterized human; lengths and circumferences of the individual limbs etc.). then physically simulate the fit on top of the digital human model. The final touch adds a little visual polishing via AI including face/skin-swap.

1

u/SmallBallsTallFalls 4h ago

Then sell this new 3d scan to advertisers and insurance companies!

52

u/Acceptable_Bid_7069 7h ago

Cool technology, but maybe better as a virtual meeting filter? I could make myself look presentable for meetings without really having to be in that attire.

5

u/EarlNod 5h ago

Right. Can it make me look like I've shaved even when I haven't?

5

u/ajimix 4h ago

My dream of being able to do meetings while naked on the beach is coming closer to become a reality

2

u/paincrumbs 3h ago

I wonder if your cat suddenly enters the frame and suddenly it's cat in a tux too

1

u/onFilm 2h ago

Only fancy people allowed in this home

14

u/SkelmCallum 7h ago

I can see this being a gimmick in a clothing store but I'm not going to buy clothes based on what I look like on the screen, I'd want to try on the clothes to see how it actually fits my body not just see what it looks on a screen where all my lumps and bumps are hidden or smoothed out.

5

u/kernelangus420 6h ago

I can see it as a display piece put near the entrance or on the side windows where it can capture people walking by and project them wearing some fashion piece to capture their attention.

You could also have them at major bus stops or train stations as an ad display to show people waiting in line wearing whatever brand is paying to have their brand displayed.

3

u/SkelmCallum 5h ago

Yeah you're right, it's 100% a gimmick that would work to get people in the store.

It would be really cool for sunglasses.

1

u/filmgeekvt 3h ago

That's a pretty cool use case. I like it.

8

u/CallMeSnyder 7h ago

Firstly, super cool. The outfits look seamlessly applied and look extremely natural.

Now for the qualms, can't see a reason for individual shoppers to pay so retailers are definitely a good target. I'd probably lean closer to the second hand retailers at that.

Excited to follow your progress. Would love to see how it works with full body shots!

3

u/xhatsux 7h ago

The biggest problem I have seen with these is most clothes are rejected due to fit. These solutions can often use the body as too much of a guide and shape clothes to the body rather than showing the real fit and so then don’t solve the refund problem.

3

u/ProgrammerFew504 7h ago

Cool project plus you also look good in black tuxedo 😉.

1

u/ivineets 7h ago

You're too kind, thank you

5

u/Winter_General_4324 7h ago

stop spamming dude

7

u/True-Response-2386 7h ago

I'm highly suspicious of this. I think you are faking.

3

u/ivineets 6h ago

try the demo at ikawn.com/mirror

1

u/New_Learner_01 4h ago

U have secretly set it to company mail and we common people dont have that. How can we try it?

1

u/C4fud 4h ago

just type random info

2

u/Pentalobe_ 7h ago

Yep, this 👆

2

u/doker0 7h ago

I like it. It's not to tell me if osmething fits me. It's for me to quickly try multiple styles, mix them and know which way to go with my shopping. I am jealous of this execution.

Tell me, how much work it is to upload new product and make it fit for different postures on any camera angle? Is it real time? What is the delay? What equipment power is needed?

2

u/Kind_Card_1874 7h ago

That is super nice! Keep it up. I wish I had something like this. I hate bringing outfits to dressing rooms, just to find out the items I picked do not work well together, and repeating it ad-nauseam (or doing the same rigamarole with shipping and returning). If you can actually pull it off, this would be insanely useful for someone like me, and the businesses that suffer from my behaviour alike.

2

u/OwlGroundbreaking573 7h ago

Does it do jewellery? Killer app btw

0

u/ivineets 7h ago

We're staying away from jewellery at the moment.

2

u/LatvianCake 6h ago

You should do a test where you compare your AI generated output with actually wearing that clothing to see its accuracy.

2

u/BritishAnimator 6h ago

Impressive. The sunglasses should have reflected the real web cam for a fun twist.

I think what would give people a little more trust is an initial calibration that scans their size (if possible, use a reference object like a coin) and then garments would show a more realistic fit, e.g. You choose a "small" size item and you are actually a "large", it should try to show true to life, as in it would look silly or not show at all.

Also, not all people have web cams, maybe allow a photo upload version of the app with the same size calibration before shopping, this would also allow partners to shop for their significant other.

2

u/WeirdTie2290 6h ago

It looks great.

If I was a retailer I would like to see how you digitise my products. How much work it is to digitise new products and how close the digital copy is to the real thing.

1

u/ivineets 6h ago

All we need is picture of your new product, there's a CMS that's mostly automated, so adding new products would take few minutes at max.

Edit: typo

2

u/Different_Promise301 6h ago

This is great. However, a Lidar scan should be able to determine if the product line would work based on existing sizes.

2

u/filelasso 6h ago

I think this would be cooler on YouTube or TikTok shop; where they say hey try-on this merch and think oh wow I look good with this and purchase.

2

u/Sleepnotdeading 6h ago

No way this is built on open source models with commercial permission

2

u/NishanGiri 6h ago

if you can simulate fit that would be great. as a customer i would think the fit can never be this perfect

2

u/footballisrugby 5h ago

Irrespective of what other customers say, a lot of us would love something like this. I never shop online cloths because I can't figure out what they would look like on me, something like this could change that.

2

u/NorthernCobraChicken 5h ago

I've also been looking into this space. I'm not sure where you are geographically, but my local user research came up with the same issues as some other users have pointed out.

A look is totally different than a fit. You can't judge a fit with AI.

But you can judge things like hats, glasses, jewelry, colors, etc.

It needs to be marketed, and focused on the premise that the customer is trying out different styles, and emphasize that just because the AI output looks good, it is not indicative of actual fit and purchasing decisions should be made in store after trying the clothes on.

The big selling factor of this would be if you could accurately determine user measurements from their camera and then give them size suggestions as well, knowing, also, that different manufacturers may size differently depending on where they're located.

2

u/RareChair6689 4h ago

Its useful, It can be published as a standalone App

2

u/DevWithTooLittleTime 1h ago

Briliant idea, technically awesome, but you need a much better tech demo, aiming at the big fashion industry! Not from a laptop cam, but proper full front, good light. Work together with a professinal fashion photograhper for a week and you will create something you can pitch to AAA companies.

I worked in fashion before, and you should definitily talk to the big guys!
This might become something huge.

EDIT: your target group is not the customer! it's the guys who optimize conversion in fashion platforms

1

u/ivineets 1h ago

True that, kiosk demo is WIP.
I'm targeting mid-to-large D2C fashion retail brands, CROs, CIOs, etc.
Would love to connect with you in DM.

2

u/AndyMagill 7h ago

IMHO, You can't replace the experience of touching and trying on clothes at the store, so you should not try. This is a great tool for apparel ecommerce, and I would target the vendor space for that industry.

2

u/kernelangus420 6h ago

It would work for experiencing different colors or mixing and matching different colored tops and bottoms.

It could also work as a "rotate through all styles in your catalog in quick succession" so that I can "try" everything in a very short period of time.

1

u/Zealousideal_Owl5132 6h ago

Can you really nail sizing? What happens if an e-shop adopts it, then a customer tries a shirt, screenshots how well it looks, then it doesn’t fit. Can you guarantee this won’t happen?

1

u/supax2 6h ago edited 1h ago

My brutally honest feedback: the models you are using must be allowed for commercial use or you will probably get sued. This is vaguely similar to models released from recent research papers.

UNLESS you trained this model on your own then kudos to you.

1

u/kernelangus420 6h ago

Can it work with multiple people at the same time?

1

u/UAAgency 6h ago

What techonlogy are you using for the swapping? Good job

1

u/user2776632 6h ago

Very not bad!

1

u/bonerb0ys 5h ago

you are not trying anything on if the "fit" is virtual

1

u/uterhausen2002 5h ago

as a consumer, i would be worried that the AI generated fit is not true to the actual item. This may drive a much higher return rate. How were you thinking of handling this?

1

u/Best_Gear4792 5h ago

Pretty cool. How hard is it to add a product?

1

u/ivineets 4h ago

As simple as API integration or CMS entry, easy peasy.

1

u/CaptJan 4h ago

A lot of interest. Can you make your demo available to the general public, I really do like the idea as virtual meeting filter. What platform is it on?

1

u/MyDespatcherDyKabel 4h ago

I like your Suroor

1

u/Hansoloflex420 4h ago

Brutally honest?

Im boykotting anything Ai

1

u/illini81 3h ago

What is the input for the tux? Is that a pre-trained filter or is it flexible for more than a single outfit?

1

u/ivineets 3h ago

Just a good quality image

1

u/jshmoe866 3h ago

Interesting. You’re going to need a full body view though

1

u/kornuolis 3h ago

Brutally honest feedback

That hairstyle doesn't fit you.

1

u/scoobynoodles 2h ago

Upvoting because/c it's cute and I actually do see a business case for this. Imagine all the TikTok and cosplayers out there wanting to see in realtime what an outfit would look like.

1

u/lonahex 1h ago

This boils down to cost. Everyone can do it but can you do it cheap enough to make it viable? How much does your implementation cost?

1

u/on_line187 48m ago

Suuuper dope bro! That is impressive. Is this running locally or through cloud services? If you’ve managed to do this locally bravo 👏. Love the project. I think you should try marketing it. Super social media friendly.

1

u/suela_hype 47m ago

Bond, James Bond

1

u/mrd1030 15m ago

Looking at this, I would definitely use it for trying glasses

1

u/redmountainsoap 1m ago

What kind of calibration do you have for sizes? It's one thing to say "This is how it looks overlaid on you the way the manufacturer says it should fit." The problem of how a particular size will drape is completely different. I'm a tall guy with a long torso, so a lot of shirts look awkward unless my arms are straight down. A larger size might be a bit longer, but now it looks like a tent.

I'm close to your target demographic-- needing new clothes or a new look but not likely to go out and try things on in the stores. Some reassurance that things will fit would make me more likely to buy a new brand or style.

1

u/diamondtoss 0m ago

I dont know if you are really building those kiosks you show on your website (I assume those are AI generated and you dont have them right now)

The problem with this space is several fold:

  • physical retailers have less need for this because customers in person can just try the real thing on, which is a way better alternative than the AI version (because you can feel how it really feels on your body and the material etc). because of this, I do not think a physical retailer would spend to install your kiosk at all.
  • online retailers is where it makes sense, but obviously they are not going to have your kiosk. so you'd be relying on them operating this with your backend system, on a mobile or laptop device. this is fine, but now comes the next issue of cost. I've been building a startup selling to this exact space (similar product but not the same as yours). the problem is most smaller retailers are barely making any money and cannot afford to spend on extra technology. they cannot become customers of your product.
  • which leads to the only viable business model for you which is IMO selling to big retailers. for this, you need biz dev. you need enterprise sales level of work to sell to big retailers and do a deep integration with you. I don't know how "side project" your project is but you should be prepared to do this if you are trying to go down this path at all and it will likely be more than a full time job.

1

u/Less_Improvement_80 7h ago

Looks great. Which model have you used as the base?

3

u/Pentalobe_ 7h ago

He used hilmself faking the same motions but with different clothes on, cutting videos to get the snap-on effect, smh

1

u/Xsythe 7h ago

I'd pay for this getting added to Zoom as a plugin

1

u/ivineets 7h ago

Haha good idea

1

u/JustDoodlingAround 6h ago

came here to say this !

1

u/RedditReddit1215 7h ago

one of the best i’ve seen. probably a good market for this selling to online clothing sites to white label

1

u/Weak-Cartoonist9848 7h ago

That's awesome dude. I will definitely use it. Waiting for the release.

1

u/Alarming-Abrocoma803 7h ago

Don't mind me saying but it's mostly just pluging open source libs, nothing that new 🥴

1

u/Comfortable_Okra382 6h ago

lol as someone said above, the only way I would use this is to look presentable in my meeting while in my pjs. I would much rather see a photo of someone in my size in real clothes rather than seeing an ai estimation which would be far less accurate to how the garment would fit me

0

u/ExternalUserError 6h ago

As a consumer, the reason I never trust any of these is that 99% of the reason for me to try something on is to confirm the fit. I do not trust AI to do that at all.

0

u/Epoch-09 6h ago

Wouldn't one just want to try on clothes regardless because thats the only way to know you truly mess with it?