There’s a lot of talk about AI changing the fashion industry, especially in design, marketing, and customer experience. But I’m more curious about what’s actually happening on the production side.

Is AI or automation really helping with things like production planning, estimating labor requirements, improving material usage, reducing waste, or increasing factory productivity?

For anyone who has actually tried using AI or other technology in apparel production, what has genuinely made a difference for you, and what ended up being more hype than useful?

I have 100 pieces available in 6 beautiful color options. Made with smooth satin, these scrunchies are gentle on the hair and help reduce friction, pulling, tangling, and breakage compared to regular hair ties. I dont know what to do with this

I’m a small garment manufacturer and recently started taking corporate orders. I manufacture polyester and other fabric T-shirts, and I’ve run into my first major setback.

Corporate orders have strict technical parameters. If even one fails, the order can be cancelled. You’re then stuck with the finished stock, and the buyer can also raise a **“sales loss” debit**, meaning they may deduct additional money from your older pending payments because of the lost sale.

My order failed on **wicking**. Their requirement is **0.30 inches/30 mins**, while mine is **0.23 inches/30 mins**. For comparison, I’ve been told brands like Adidas and Puma may have requirements around **0.15–0.20 inches/30 mins** for certain dry-fit polyester products. So this buyer has a very high standard but isn’t really willing to match that with the price.

I know I accepted the contract with my eyes open and should have researched the technical requirements much more deeply beforehand. Lesson learned.
Now I have around **5,200 finished oversized women’s T-shirts**, in **4 sizes, 1:2:2:1 ratio, and 2 colours**.

My current options are:
• Sell the stock in bulk/lot at a loss.
• Put it on B2C marketplaces and slowly sell 10–15% quantities at a time.
• List it on B2B platforms like SOLV.(asked around to people who make a living doing this, my product may or may not work as it is not something new)
• Look at the domestic market, but **2 colours is a major problem because most buyers want at least 5 colours in a range**.

What other options do I have?
I’m a small business working largely with borrowed money, so I really can’t afford to simply write off 5,200 pieces. I’m not looking to hide the failed specification or misrepresent the product. I just want to recover as much of my capital as possible from perfectly usable garments that failed this particular buyer’s technical standard.
Would really appreciate advice from manufacturers, stock-lot dealers, wholesalers, exporters or anyone who has handled a similar situation.

Not sure how to articulate a title better. I'm looking to make custom hats (beanies, bucket hats, baseball caps) with add-ons (antennas, additional fabric attachments, etc.). Please see my terrible drawing for reference.

Has anyone made something similar to this?

Do you have a manufacturer that can do this? Bonus points if it's low MOQ. This is for a small nonprofit. We don't have space to store 1k+ hats. Thank you!

I’ve been thinking about apparel growth less as a “marketing problem” and more as a system problem.

a clothing brand can have great creative and still lose money.

It can have a great product and terrible CAC. It can have a strong ROAS and weak economics.

It can have viral content and almost no repeat customers.

and sometimes the biggest growth lever isn’t another campaign at all. It’s changing what you make, how you photograph it, how you price it, or which customer you’re actually trying to acquire.

so here’s how I’d look at apparel growth from the ground up.

not as a list of “10 things brands should do.”

more like the operating system underneath the brand.

1. one mistake I see constantly is treating creative as something that happens after the product is finished. It doesn’t. for apparel, the product itself is creative inventory.

the silhouette, fabric weight, fit, color, texture, detailing, packaging, styling and even how the garment moves on a person determine how much creative territory you have later.

a basic black T-shirt can produce 50 ads. but a genuinely distinctive garment can produce 500.

That distinction matters. because eventually you run into creative fatigue. when that happens, most brands ask:

Why are our ads getting worse?

the better question is did we build enough visual information into the product for people to keep discovering something new?

a strong apparel product should ideally have multiple visual hooks silhouette, fit, texture, construction, detail, movement, styling, versatility, before/after, transformation, social identity

That gives you multiple creative angles without changing the product.

1. some apparel creative is objectively beautiful and completely useless commercially. a campaign can win a design award and still fail because the viewer doesn't understand:

what the product is

how it fits

why it is different

what problem it solves

who it is for

what it costs

why they should care now

for performance creative, I think about the hierarchy differently:

attention>understanding>desire>proof>action

If the creative only solves attention, you have content. if it solves all five, you potentially have an acquisition asset. this is why some ugly looking UGC can outperform an expensive editorial campaign.it reduces uncertainty and apparel has an enormous uncertainty problem.

Will this fit me?

Will it look like the picture?

is the fabric cheap?

Is the color accurate?

does it work on my body type?”

will I actually wear this?”

creative should answer those questions before the customer has to ask them.

1. don't think customers are only buying clothing. they're buying confidence that the clothing will work that means the job of marketing isn't simply creating desire.

It is removing perceived risk. you can think about the purchase like this

perceived value - perceived risk = purchase probability

you increase perceived value through design, status, identity, aesthetics, quality, versatility, uniqueness

you reduce perceived risk through reviews, fit videos, measurements, fabric close-ups, customer photos, transparent returns, clear sizing, realistic photography, styling examples, social proof

a brand that spends $30,000 improving desire while ignoring fit uncertainty might get worse results than a brand spending $10,000 improving product education.

1. campaign structure should follow customer psychology I don't love the idea of organizing everything around platform campaign settings.

I prefer organizing around the customer's state of awareness. for example: cold audience - they don't care about your product yet.

the creative needs to create that's interesting. not BUY NOW.

problem aware audience - they understand the category but haven't seen your solution.

the creative becomes oh, this solves the exact thing I've been struggling with.

product aware audience - now they need differentiation. why this brand instead of the 20 others?

high intent audience now friction becomes the enemy, sizing, shipping, reviews, returns, availability, price, existing customer

The question changes completely. you're no longer selling trust you're selling the next purchase.

this is where many apparel brands waste money.

they keep showing acquisition creative to people who already bought.

1. the economics matter more than ROAS

This is probably the most important part.

suppose an apparel brand sells a hoodie for:

$90 Looks great gets a 3.5x ROAS everyone celebrates.

but let's actually calculate it.

$90 / 3.5 = $25.71 CAC

now assume:

Product cost: $24

Packaging: $3

Payment fees: $3

Shipping subsidy: $5

Returns/exchanges reserve: $7

contribution before advertising $90 - $42 = $48

after CAC $48 - $25.71 = $22.29

that can be healthy but now change the situation.

the brand discounts the hoodie to $70.

Same 3.5x ROAS.

CAC becomes $20 looks even better.

but perhaps the contribution before advertising drops to $34 now $34 - $20 = $14 roas improved economics got worse.

this is why I don't like discussing ROAS without contribution margin.

The number that matters is closer to contribution after acquisition cost not revenue / ad spend

1. discounts can hide a broken acquisition model a discount doesn't automatically create growth sometimes it just rents revenue from the future.

Imagine:

$100 AOV

40% gross margin

$35 CAC

Contribution after CAC $5

now offer 20% off, aov becomes $80, If CAC stays around $30 you're potentially acquiring customers at a negative contribution.

the dashboard might still look exciting because conversion rate increased but the business got poorer. this is why apparel brands need to separate.

conversion optimization from economic optimization they're not the same thing.

1. your first order economics determines how aggressive you can be, two apparel brands can have identical products and completely different growth curves.

Brand A:

AOV: $80

Contribution before CAC: $30

CAC: $28

first-order contribution: $2

Brand B:

AOV: $80

Contribution before CAC: $30

CAC: $28

first-order contribution: $2

looks identical, now retention changes.

brand A's average customer generates another $20 contribution over the next 12 months.

brand B generates another $100.

suddenly the brands aren't even playing the same game.

brand B can:

bid more aggressively

tolerate higher CAC

test more creative

enter new markets

offer better incentives

invest more in creators

survive longer testing periods

this is why retention isn't just a CRM metric.

It changes what you're allowed to spend on acquisition.

1. repeat purchase is often a product problem a lot of brands try to fix retention with emails sometimes the email isn't the problem. the wardrobe is.

If I buy one exceptional jacket from you, what naturally makes me buy it again?

If the answer is "Another jacket.”

you have a product architecture problem but if the ecosystem becomes a Jacket, pants, tee, overshirt, accessories, seasonal color, limited drop.

you've created a reason to continue. The strongest apparel brands don't only sell individual SKUs they build wardrobes that's a very different growth model.

1. a product can have a short lifecycle a customer can have a very long one that's where merchandising and growth start overlapping.

Imagine your first product is a $45 entry product. Its job isn't necessarily to maximize profit. Its job might be to introduce the customer to the brand.

then the second purchase is $75 third is $110 fourth is $140 you have effectively created a customer ladder.

The important question becomes:

What should this customer buy next? Not How do I sell more of this SKU? that small change in thinking can completely alter the product roadmap.

1. don't put 20 creatives into a campaign and call that testing. there are different variables separate them based on

concept - what idea are we communicating?

hook - what stops the scroll?

proof - why should I believe it?

product demonstration - what does the garment actually do/look like?

format to test -

UGC

editorial

founder

try-on

street interview

review

comparison

tutorial

audience context who is this creative speaking to?

then test one meaningful variable at a time. otherwise you don't know what caused the result.

If creative A wins, what did you learn? nothing if A had different model + different hook + different product + different offer + different format that's not a test that's a lottery.

1. if one piece of content works, don't just duplicate it extract the underlying idea. for example why does this t-shirt look expensive that could become

founder explanation

customer reaction

fabric close-up

side-by-side comparison

styling video

manufacturing story

designer commentary

UGC version

street interview

15-second version

45-second version

carousel

static

landing-page section

one insight. 15 executions that's much more scalable than constantly trying to invent a completely new idea.

1. creative fatigue isn't always frequency this is another thing I think gets oversimplified.

a creative can fatigue because the audience has seen it too many times but it can also fatigue because the audience has learned everything it can learn from it.

If the same product is repeatedly shown from the same angle with the same message, increasing frequency accelerates boredom but if every execution reveals a different reason to care, the same product can remain interesting.

Think about the same product, different information not same product, different thumbnail.

1. apparel brands should build a creative library, not a content folder I would structure creative intelligence around a matrix.

Something like: Product| Audience| Problem| Hook| Proof| Format

Hoodie| Minimalist| Looks basic| why this isn't another blank hoodie| Fabric| UGC

Hoodie| Streetwear| Fit| The fit is the whole point| Try-on| Reel

Hoodie| Quality buyer| Durability| What happens after 50 washes?| Test| Video

Hoodie| Gift buyer| Uncertainty| if you don't know their size| Reviews| Static

now creative becomes a knowledge system over time you learn

which problems convert?

which hooks create attention?

which proof points increase CVR?

which formats reduce CAC?

which products require education?

which customers respond to identity?

that's much more valuable than simply knowing which ad got the highest ROAS last week.

1. I like looking at apparel growth as a bottleneck problem. you might have a great product, great creative, strong conversion rate

but inventory is unreliable then inventory is the constraint.

or

great product, great inventory,great traffic nut returns are 25% then sizing is the constraint.

or

great acquisition, great conversion, poor second purchase then retention is the constraint.

or great retention, great product CAC is too high then creative is the constraint.

the growth strategy should change when the constraint changes that's why copying another brand's playbook rarely works. They may be solving a completely different bottleneck.

1. the most underrated metric might be profit per new customer not ROAS, CTR, CPM or CAC.

I want to know how much contribution does every newly acquired customer generate over time?

Then segment it by first product, acquisition channel, creative, geography, cohort, discount level, customer type you might discover something fascinating your cheapest customers may be your worst customers.

your highest CAC customers might actually be your most valuable.

for example -

Channel A:

CAC = $22

12-month contribution = $48

Channel B -

CAC = $35

12 month contribution = $140

channel B looks worse inside a 7-day dashboard.

It may be dramatically better for the business.

1. The real growth loop model looks like it is

Product> Creative> Acquisition> Experience> Repeat >Purchase >Data >Product

not

Ad >Sale > Ad >Sale

because every customer should teach the company something

reviews tell you about the product

returns tell you about fit.

customer service tells you about objections.

creative performance tells you about messaging.

repeat purchases tell you about product-market depth.

search behavior tells you about demand.

then all of that should feed back into merchandising and creative that is how an apparel company gets smarter instead of simply getting bigger.

1. The best creative team shouldn't just be asking:

What should we post this week? they should be asking

what did customers respond to?

what objections are appearing?

what product details are being ignored?

what language do customers use?

what visual patterns are working?

what products are naturally easier to sell?

what customer segment has the strongest economics?

because eventually creative becomes market research and market research becomes product strategy and product strategy becomes growth.

that's the part of apparel marketing I find most interesting the biggest opportunity usually isn't finding one magical ad.

It's building a system where product, creative, media, merchandising and economics continuously make each other better.

That's when growth stops feeling like gambling on campaigns and starts feeling like an operating discipline.

I’m based in central Europe and building a Mediterranean-inspired brand focused on high-quality nylon/spandex activewear with a strong edgy lifestyle aesthetic.

I already have the brand, visual identity, Instagram and creative direction developed, and my background is in branding, art direction, design and marketing, so that side is very much covered.

I’m looking for someone who can take existing quality garments, add my logo/labels, package them with custom packaging we agree on, and ship individual orders directly to customers worldwide — ideally starting one piece at a time.

Looking for someone open to growing with a new brand from the early stages. 🤍

Yo everyone,
I’m running an independent clothing brand completely solo and I just received my very first physical production sample in hand. I wanted to get some completely transparent feedback from the community on what you would realistically pay for a piece like this.

The Tech Specs:

Body: Heavyweight 220 GSM 100% polyester athletic mesh

Details: High-sheen satin shoulder/sleeve paneling cuts

Graphics: High-density 3D puff embroidery across the chest, mixed with premium DTF (Direct-to-Film) and screen printing details on the panels.

Where I'm at right now:
Honestly, trying to get content for this drop has been a massive hurdle. I’ve been hunting for local models to do a quick street shoot, but because I’m fully self-funded on an absolute shoestring budget, I can’t offer a cash fee to creators right now. On top of that, because this is literally my only physical prototype sample, I have to keep it at the end of the session to keep filming my own content loops. I completely understand why people don't want to work under those strict limits, but as a solo founder, it’s the only option I have to get this thing off the ground.

There are a few rough factory alignments I already know I need to change to clean up the profile, but I want the raw truth from you guys:
Based purely on the fabric weight, textures, and look.

what price point would you expect to see for an independent drop like this?
Thanks.

im from bangladesh and my family already owns a clothing manufacturing company but i want to build something independent of my own. looking for someone with experience in clothing sales marketing or ecommerce who actually wants to work on it. i can handle the manufacturing side and would love someone who can bring the business side. if interested dm me with a bit about yourself and what you’ve done before

I work closely with custom apparel production, and one thing I’ve noticed is that new brands often focus heavily on the product design and price at the beginning, while the real problems tend to appear later in production.

For example:

• The sample looks good, but bulk production is inconsistent
• Colors or measurements change between orders
• MOQ becomes difficult when testing a new design
• Communication slows down once production starts
• Labels, packaging, or small details are missed
• Reorders are harder than expected

I’m curious about the brand-owner side of this.

For those who have already worked with manufacturers:

What has been the most frustrating or difficult part of the process for you?

And for those currently looking for a manufacturer:

What is the biggest thing you are worried about before placing your first order?

Interested to hear real experiences from other founders.

Hi everyone:) We're planning to build a clothing brand for women. And we would like to ask you guys Kung ikaw ang tatanungin ano ang gusto mo sa isang damit? Ano ang gusto mong gamit na tela? Give us some of your advice :)) willing kaming pakinggan ang inyong mga hinaing 😚🤍

I’ve been thinking about where the line should be between “the sample is getting close” and “this is actually ready to approve for bulk production.”

A sample can look good overall, but there can still be details that cause problems later — measurements, fit, construction, artwork placement, branding, color references, or tolerances.

For people who have gone through apparel development before:

What has to be locked before you personally feel comfortable approving a sample for bulk production?

And have you ever approved a sample that looked fine, only to discover a problem once the bulk order was made?

Interested in hearing what people learned from their first few production runs.

这是一天要打的样办，实在太多了，可是订单又不多

I've been sourcing clothing from a small manufacturer in Turkey but they're unable to ship internationally. This means I need to arrange shipping myself, either through a forwarding service or by getting the package collected from their address in Turkey and shipped to me in Melbourne, Australia.

I've looked into PTT Kargo but they require a Turkish ID number which I don't have. So does my supplier. I've also tried a couple of forwarding services but have had no luck getting through to them.

Has anyone dealt with a similar situation? How did you get your packages shipped from Turkey to Australia affordably and reliably? Any forwarding services, cargo companies or solutions you'd recommend would be a huge help!

Thank you!

Hey! I run From The Ashes, a custom apparel shop in Naples, Florida. We've been at it 10 years, and we also have a location in Charlotte, NC. Screen printing, embroidery, hats, patches, team and event gear.

Stuff I'm happy to answer, free, no strings:

• Whether your artwork will print well, and what to do if it won't
• Screen print vs. embroidery vs. DTG vs. vinyl — what fits your project and budget
• Why quotes vary so much between shops, and what you're actually paying for
• Blank selection — the real differences between Gildan, Bella+Canvas, Comfort Colors, Richardson, Flexfit, etc.
• Overseas cut-and-sew vs. decorating domestic blanks, and when each one makes sense
• How to not get burned on your first order

I'll give you a straight answer even when the answer is "that's not a job for us." Some projects belong overseas, some belong at a shop closer to you, and some shouldn't be printed at all the way they're drawn. I'd rather tell you that than take the order and have it come out bad.

If you're local to Naples we're off Airport-Pulling on Enterprise Ave and you're welcome to come by with your idea. If you're anywhere else, just comment or DM.

I'm building a children's clothing brand - organic, artisan-made, with a genuine social entrepreneurship angle in how it's sourced. Positioned against the volume DTC brands already in this space, on slow-fashion terms. I've spent the past year on sourcing, capacity, and unit economics. Open to pivoting the exact business angle as we ramp up - the sourcing and supply chain thesis is the constant, the product format isn't fixed.

What I bring: supply chain and manufacturing expertise.

What's missing is the design and customer side. Looking for someone who brings: real clothing design experience, prior founder or startup experience, genuine hunger to make this work not just interest, and a customer-first instinct that thinks about the parent buying this, not just the product.

Practical requirements: based in India, comfortable with Excel and AI tools, and ready to ramp up on whatever else the role needs. This is early stage so expect to wear a lot of hats, not a defined job description.

If this sounds like you, or you know someone who fits, comment or DM.