Industries · Fashion & Apparel

Fabric, fit, care — verified.

From a GTIN, Central checks fabric composition, country of origin, care instructions, fit type, regional sizing, and sustainability certifications — with sources attached.

3 products enriched free 40+ specs 15+ sources 5–10 min to first result
app.central.to/industries/fashion-and-apparel
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501
Levi's 501 Original Fit Jeans — Medium Indigo
GTIN 5400898470117SKU 005010193Brand Levi's
41specs 13sources 0.94avg conf
Material & origin
Fabric composition99% cotton · 1% elastanecare label0.99
Fabric weight12.5 oz denimbrand spec0.96
Country of originBangladeshRN label1.00
Fit & sizing
Fit typeOriginal straight · 501brand1.00
RiseMid-rise · 11.25"spec sheet0.98
Size chartEU 28–40 · US 28–40 · UK 28–40brand0.99
Care & cert
Wash (ISO 3758)Machine wash 30°C · tumble dry lowcare label1.00
SustainabilityBetter Cotton · Water<Lessbrand cert0.97
"Buttery soft denim"held · marketing claimno source
Adapts to
Google MC Bing MC ChatGPT Shopping Perplexity Zalando · About You Schema.org · widget
why central exists

Fashion catalogs aren't built on titles and prices.

They're built on the values shoppers actually filter by. Fabric composition, country of origin, fit terminology, regional size chart, care symbols, sustainability certifications, season.

Your supplier row has the first four columns. Every other field is empty, vague, or copied from a marketing bullet that won't survive a sizing return.

apparel-supplier-ss26.csv FileEditViewData saved 6 min ago
ABCDEFGHI
1 SKUTitleGTINBrand MaterialCountryFitCareCert
2005010193Levi's 501 Original…5400898470117Levi's
3PAT-25525-BSWPatagonia Better S…191491100835Patagonia
4ACN-FN-MN-DENIAcne Studios 1996…7340035731894Acne Studios
5SI-101015-2050Stone Island Garm…8052572854736Stone Island
6CWIP-I029793Carhartt WIP Det…4064958541387Carhartt WIP
7ADI-IB7409adidas Originals S…4066757254482adidas
30 empty cells across 6 SKUs · category-critical fields UTF-8 · ; sep
the fields central has to get right

Four field groups. One verified record.

The data shoppers, marketplaces, Google, and AI shopping agents all rely on. Each field comes back with the source, confidence, and review state attached — no rounding, no invention.

Material & composition6 fields
  • Fiber composition (% by weight)
  • Fabric weight (gsm / oz)
  • Recycled content (%)
  • Lining material
  • Stretch / elastane content
  • Knit vs. woven construction
Levi's 501 · 99% cotton · 1% elastane · 12.5 oz denim
Fit & sizing6 fields
  • Fit type (slim / straight / oversized)
  • Rise (low / mid / high)
  • Inseam / outseam (cm + in)
  • Size chart (EU / US / UK)
  • Model / body guidance
  • True-to-size verdict
Levi's 501 · Original straight · mid-rise · EU 28–40
Care & laundry6 fields
  • Wash symbol (ISO 3758)
  • Max wash temperature
  • Drying instruction
  • Ironing instruction
  • Dry-clean instruction
  • Bleach / shrinkage warning
Levi's 501 · machine wash 30°C · tumble dry low
Origin & cert6 fields
  • Country of origin
  • GOTS (organic textile)
  • OEKO-TEX Standard 100
  • RWS (responsible wool)
  • RDS (responsible down)
  • Better Cotton / Fair Trade
Levi's 501 · Made in Bangladesh · Better Cotton · Water<Less
six jobs central does for fashion & apparel

The work your team stops doing manually.

Each job ships a verified output, not a draft. Sources attached, confidence per fact, marketing hype refused.

01

Composition extracted from the care label

"100% cotton" guesses end here. Central reads the care label, the brand spec, and supplier docs — and returns the exact split (e.g. 99% cotton · 1% elastane) — never invented.

fabric · Levi's 5013 sources
Cotton99%
Elastane1%
Weight12.5 oz denim
02

Country of origin — verified per SKU

The same style can ship from three factories. Central pins origin to the actual SKU and GTIN — not the brand HQ — by reading the RN label, packaging, and supplier file.

origin · Levi's 501RN label
SKU 005010193Bangladesh
RN numberRN 80176
Sister SKU 1212Pakistan · different
03

Fit terminology mapped to the region

"Slim" in Milan is "skinny" in London is "tapered" in Tokyo. Central holds the canonical fit and adapts the wording per regional channel — so the size chart filter still matches.

fit · "501 original"3 markets
EU (Zalando)Straight
US (GMC)Regular
UK (ASOS)Original straight
04

Sustainability certs — verified, not asserted

GOTS, OEKO-TEX 100, RWS, RDS, Fair Trade, Better Cotton — every claim verified against the certificate body's number and issue date. Greenwashing won't pass.

certs · Levi's 5012 verified
Better CottonBCI member · 2025
Water<Lessbrand process
"GOTS organic"no certificate · refused
05

Care normalized to ISO 3758 + plain text

Care symbols are a regulatory standard — and a buyer FAQ. Central returns the ISO 3758 symbol set and the plain-language version ("machine wash 30°C, tumble dry low") for the product page.

care · Levi's 501ISO 3758
Wash30°C machine
Drytumble · low
Bleachnon-chlorine only
06

Hype claims held at the gate

"Buttery soft." "Premium denim." "Fits everyone." Held, narrowed, or removed until the record can prove them with a fact — fabric weight, fiber blend, certified process.

3 held this runheld
"Buttery soft"removed
"Premium denim"→ 12.5 oz indigo
"Fits everyone"→ EU 28–40
proof artifact · levi's 501 original fit

One thin supplier row. One verified fashion record.

The same Levi's 501. Sparse supplier import on the left. The Central record on the right — grouped by category, every fact cited, every hype claim held.

apparel-supplier-ss26.csv · row 2before
501
Levi's 501 Original Fit
supplier · sparse
Title · GTIN2 imported
Brand · colorLevi's · Medium indigo
Descriptionsupplier paragraph
Compositionmissing
Country of originmissing
Fit typemissing
Size chartmissing
Care (ISO 3758)missing
Sustainabilitymissing
Fabric weightmissing
4imported7missing
Central
verifies
central · canonical recordverified
501
Levi's 501 Original Fit · Medium Indigo
41 fields · 13 sources · 0.94 avg conf
Material & origin
Composition99% cotton · 1% elastaneLabel0.99
Fabric weight12.5 oz denimBrand0.96
Country of originMade in BangladeshRN 801761.00
Fit & sizing
Fit typeOriginal straight · mid-riseBrand1.00
Size chartEU 28–40 · US 28–40 · UK 28–40Brand0.99
Care & cert
Care (ISO 3758)Machine wash 30°C · tumble dry lowLabel1.00
SustainabilityBetter Cotton · Water<LessBCI0.97
ColorMedium indigo washBrand0.95
40+specs · 13sources1 claim held
one verified record · every channel shape

Same record. Different channel shape. No copy drift.

The same Levi's 501 record adapts into Google Merchant Center fields, ChatGPT Shopping JSON, and a Zalando-shaped custom feed — each tuned to its destination's character limits and field rules.

Google Merchant CenterXML feed
<item>
  <g:gtin>5400898470117</g:gtin>
  <title>Levi's 501 Original Fit Jeans, Medium Indigo</title>
  <g:google_product_category>5181</g:google_product_category>
  <g:product_highlight>99% cotton, 1% elastane denim</g:product_highlight>
  <g:product_highlight>12.5 oz original straight fit</g:product_highlight>
  <g:product_highlight>Better Cotton, Water<Less process</g:product_highlight>
  <g:product_highlight>Machine wash 30°C, tumble dry low</g:product_highlight>
  <!-- Central adds structured product_detail blocks -->
  <g:product_detail>
    <g:section_name>Material</g:section_name>
    <g:attribute_name>Composition</g:attribute_name>
    <g:attribute_value>99% cotton, 1% elastane</g:attribute_value>
  </g:product_detail>
  <g:product_detail>
    <g:section_name>Fit</g:section_name>
    <g:attribute_name>Fit type</g:attribute_name>
    <g:attribute_value>Original straight, mid-rise</g:attribute_value>
  </g:product_detail>
  <g:product_detail>
    <g:section_name>Care</g:section_name>
    <g:attribute_name>care_instructions</g:attribute_name>
    <g:attribute_value>Machine wash 30°C, tumble dry low</g:attribute_value>
  </g:product_detail>
  <g:product_detail>
    <g:section_name>Origin</g:section_name>
    <g:attribute_name>country_of_origin</g:attribute_name>
    <g:attribute_value>Bangladesh</g:attribute_value>
  </g:product_detail>
</item>
12 / 12required · 4structured detailsready·feed
ChatGPT ShoppingJSON-LD payload
{
  "name": "Levi's 501 Original Fit",
  "gtin": "5400898470117",
  "key_specs": {
    "material": "99% cotton, 1% elastane",
    "fit": "original straight",
    "care": "machine wash 30°C",
    "origin": "Bangladesh",
    "cert": "Better Cotton"
  },
  "confidence": 0.94,
  "sources_count": 13
}
7structured keys0.94conf
Zalando · About Youcustom CSV feed
levis-501.csv · 1 row12 columns
sku005010193
gtin5400898470117
nameLevi's 501 Original Fit
price_eur110.00
composition99% cotton|1% elastane
fabric_weight12.5 oz
fit_typeoriginal straight
size_chart_eu28|29|30|31|32|34|36|38|40
country_originBangladesh
care_iso3758wash30|tumble_low|nochlorine
sustainabilityBCI|WaterLess
colormedium indigo
12columns mappedapproved·schema

Frequently asked

How does Central verify fabric composition?

+

From the care label, brand spec sheet, RN registration, and supplier docs — cross-checked. Central returns the exact percent split (e.g. 99% cotton, 1% elastane) with each source attached, not a rounded "100% cotton" approximation. If the label and supplier file disagree, the conflict is surfaced for merchant decision.

How do you handle sustainability claims & greenwashing?

+

Every certification — GOTS, OEKO-TEX 100, RWS, RDS, Fair Trade, Better Cotton — must be tied to a verified certificate number or program membership. "Eco-friendly" or "sustainable" with no certificate body behind it is held or removed. The default confidence threshold is 0.85.

What about regional sizing and fit terminology?

+

Central holds a canonical fit (e.g. "original straight"), then adapts the label per regional channel. EU 28–40, US 28–40, UK 28–40 are mapped; "slim" in Milan, "skinny" in London, and "tapered" in Tokyo land on the same canonical fit so size-attribute checks pass on every marketplace.

Does Central output ISO 3758 care symbols?

+

Yes. Care instructions are normalized to the ISO 3758 symbol set (machine wash temperature, bleach, drying, ironing, dry-clean) — and Central also writes the plain-language version ("machine wash 30°C, tumble dry low") for product pages, JSON-LD, and feeds.

Which channel outputs are supported?

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Native: Google Merchant Center, Bing Merchant Center, ChatGPT Shopping, Perplexity Shopping. Any other destination (Zalando, About You, Mytheresa, ASOS, Shopify metafields, Amazon) is custom-feed-ready from the same canonical record.