For Shopify fashion merchants

Translate their size from a brand they trust into your perfect size.

Without making them measure themselves. Without an SDK. Without a body scan. Doreem cuts size-related returns by 20–30% and lifts conversion by 5–10%.

Apply for pilot → See how it works
10-minute install No code changes GDPR compliant by design
Built on a calibration grid of
58reference brands
12fashion segments
Cross-checkedwith official charts
The problem

Returns are eating fashion margins.

Fit issues drive most of the cost. Your size chart isn't enough — your shoppers don't measure themselves.

67%
of fashion returns are caused by size or fit issues
24–26%
of US online apparel orders get returned
63%
of shoppers admit to bracketing — buying multiple sizes
65%
of an item's price is lost in return processing

Sources: Bold Metrics State of Fit 2026 · McKinsey State of Fashion 2026 · NRF · Coresight Research · Synctrack · Vogue Business 2025

Our promise

What Doreem delivers.

Six measurable outcomes. The first two move the needle on revenue.

Cut size-related returns by
20–30%
Fit issues drive 67% of fashion returns. We address that 67%.
Lift conversion by
5–10%
Hesitant shoppers stop bracketing — they pick one size and commit.

Fewer support tickets

"What size should I take?" is in the top 3 questions fashion CS teams handle daily. Doreem answers it before they ask.

Lower carbon footprint

Each returned package generates ~1.6 kg CO₂ in reverse logistics. Fewer returns is fewer kilos.

Confidence to add to cart

No measuring tape, no body scan. Just compare to a brand they already trust. Done in 10 seconds.

A more thoughtful brand experience

Shoppers remember the brand that helped them get it right the first time. They come back.

We don't promise zero returns. Returns happen for many reasons — fit, fabric, mood, expectations. We address fit. That alone moves the needle.

How it works

Doreem uses what they already know.

The shopper never sees a tape measure or a body scan. They pick a brand they've worn, tell us the size, and we translate it.

01 ·

They see "Find your size in 10 seconds"

The trigger sits next to your size selector. Discreet but visible.

02 ·

They pick a brand they trust

H&M, Madewell, Zara, Reformation, Sézane, and 50+ others. Sorted by sizing reliability.

03 ·

They enter their usual size

S, M, 6, 38, 27 — whatever they normally wear. No measurements, no account.

04 ·

They get their size on your store

Plus the reasoning behind it, and a confidence score. They can add to bag with one tap.

Zero friction. No measurements. No account. Just a translation.

Average widget completion: 78% (vs 12–18% for body-scan onboarding flows).
Merchant onboarding

Two ways to plug Doreem into your store.

Pick the path that matches what you already have. Either way, no body-scan SDK and no measuring tape — you bring the sizing knowledge, we plug it in.

Anchor Brand
~1 minute

Tell us a brand your fit resembles.

Pick one or two brands your sizing is closest to (e.g. "we sit between Madewell and Reformation"). We use that profile as the baseline for your shoppers' translations.

Best for: brands without a published size chart, or who want zero setup.
Custom Chart
~24 hours

Send us your own size chart.

Upload a PDF, an image, or paste a URL to your existing size guide. Our team digitizes it and notifies you when your widget is live.

Best for: brands with proprietary fit they want preserved exactly.
Pilot offer

Be one of our first 5 design partners.

For Shopify fashion merchants. Women's and men's apparel both supported.

→ 60 days free Full setup support and weekly check-ins included.
→ Direct line to the founder You report a bug, you talk to me — not a ticket queue.
→ Up to 3 brand additions Custom brands prioritized for your audience, delivered within 14 days.
→ $39/month for 24 months Founding partner rate vs $59 standard, locked for two years.
→ Co-branded case study Optional. With your numbers and your name. Helps us, costs you nothing.

In exchange: 30 minutes a month of feedback, and permission to cite your name once results are in.

Apply now →

Apply for the pilot.

We'll reply within 48 hours. Five spots, no rolling waitlist.

We'll reply from hello@doreem.com within 48h.

FAQ

Questions you might have.

What if my fit is unique and not like any brand in your grid?
Use the Custom Chart path. Upload your own size guide as PDF, image, or URL. Our team digitizes it within 24 hours. Your widget calibrates against your exact measurements, not against an anchor brand.
Does this work for plus-size brands?
Yes. Our reference grid includes Torrid, Eloquii, Universal Standard, Lane Bryant, and other plus-size dedicated brands. The matching algorithm respects proprietary sizing systems.
Does this support both women's and men's apparel?
Yes. The widget detects your product context (women's, men's, or unisex) and shows the matching reference brands. The same Doreem app handles both — no separate install needed.
How is this different from Bold Metrics, True Fit, or Virtusize?
Those tools ask shoppers to onboard with body scan or detailed measurements. Conversion drops 40–60%. Doreem skips that step entirely — your shopper compares to a brand they already wear. 78% widget completion vs 12–18% for body-scan flows.
Will I need a developer to install this?
No. Doreem installs from the Shopify App Store, attaches under your existing size selector, and inherits your theme colors. Zero theme code changes required. Toggle off anytime.
What about privacy and GDPR?
The shopper's input (brand + size) stays in their session and is not stored. We don't collect measurements, emails, or identifiers. GDPR compliant by design.
What does it cost after the pilot?
$59/month standard pricing. Pilot partners are locked at $39/month for 24 months. No setup fees, no usage-based charges, no per-translation costs.