9 October 2026International edition
Vol. I · No.
9 October 2026
AI in Fashion
DAILY
The daily briefing on AI in the fashion business
Where fashion meets artificial intelligence.
Supply Chain & Sustainability · Analysis

How can you verify recycled-content claims in fashion products?

Verification rests mainly on certification and chain-of-custody records, with testing and AI as checks, not proof.

assorted-color shoe lace lot
Photo: Emma Louise Comerford / Unsplash

KEY TAKEAWAYS Summary by the editors

  1. Recycled-content claims are usually verified through third-party certification of the material and a chain-of-custody audit trail, rather than by testing the finished garment alone.
  2. Textile Exchange's Global Recycled Standard sets a 50% minimum recycled content and can be used as a business-to-business tool for products with at least 20% recycled content.
  3. A certificate shows that a process was audited at a point in time, so buyers should check its scope, holder, site and validity for each shipment.
  4. A textile classification guide advises against relying on supplier fibre declarations without independent testing, and the same logic applies to recycled-content statements.
  5. AI can cross-check documents, quantities and dates for inconsistencies at scale, but it cannot prove that a fibre was recycled.

How can you verify a recycled-content claim?

The most dependable route is third-party certification of the recycled material combined with chain-of-custody records that follow it to the finished product. Laboratory testing and document analysis, including AI-assisted analysis, can strengthen the check but rarely settle it alone. Verification is therefore a data and process problem as much as a technical one.

This analysis explains the main evidence types, what each does and does not show, and where AI is useful.

What do recycled-content certifications actually certify?

Textile Exchange's Recycled Claim Standard (RCS) and Global Recycled Standard (GRS) provide third-party certification of recycled materials and chain of custody. Recycled inputs must meet the ISO definition of recycled, and both pre-consumer and post-consumer material are accepted. The chain of custody tracks certified material through each stage to the final product, and compliant products may carry the RCS or GRS logo.

The GRS adds social and environmental requirements for processing and bars chemicals with harmful potential. According to Textile Exchange, the GRS sets 50% as its minimum recycled content, can be used as a business-to-business tool for products with at least 20% recycled content, and requires at least 50% for consumer-facing labelling. Textile Exchange's related Content Claim Standard describes an independently verified audit trail based on scope and transaction certificates, with volume reconciliation and controls for material segregation.

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What evidence should a buyer collect?

Evidence types for recycled-content claims
EvidenceWhat it showsWhat it does not show
Scope certificateThe site is certified for specified processes and productsThat a given shipment is covered
Transaction certificateA specific volume of certified material moved between partiesThe accuracy of the underlying input data
Supplier declarationThe supplier states a percentageIndependent confirmation of the percentage
Purchase and production recordsQuantities in and out reconcileThat the input material was recycled
Laboratory fibre testFibre composition of a sampleWhether a fibre was recycled or virgin, in many cases
Site auditControls and segregation at audit dateConditions between audits

The table makes one point clear: no single document is sufficient. A textile classification guide from a customs compliance firm advises against relying on supplier fibre declarations without independent testing, and recycled-content declarations deserve the same scrutiny.

Where can testing help, and where is it limited?

Fibre composition tests can confirm what a fabric is made of, for example the share of polyester or cotton. Telling recycled from virgin material of the same fibre is generally harder, which is one reason the industry relies on documented chain of custody. A buyer should therefore ask the certifier or a laboratory what a given test can and cannot show before using it as proof.

How can AI help verify recycled-content claims?

AI is well suited to checking records against each other. It can extract holders, sites, scopes and dates from certificates, compare them with purchase orders, and flag mismatches for review. It cannot establish that material was recycled, only that the paperwork is internally consistent.

  • Match the certificate holder and site to the supplier and factory named on the order.
  • Check that the product scope and the validity date cover the shipment date.
  • Reconcile certified input volumes against production and shipped quantities, and flag outputs that exceed inputs.
  • Detect repeated or altered documents across suppliers.
  • Monitor expiry dates and generate review tasks before a lapse.

Each flag should go to a person who can contact the supplier or certifier. False positives are normal, and the cost of review should be weighed against the risk of the claim being made.

Cost and proportionality should shape the approach. Full documentary and testing checks on every product are rarely affordable, so teams usually grade claims by risk. A claim printed on a product, used in advertising or featured in a campaign carries more exposure than a general statement in a sustainability report, and should have stronger evidence behind it. Higher-value or higher-profile products can justify independent sampling and testing, while lower-risk lines may rely on certificates and reconciliations.

It also helps to agree with suppliers what happens when evidence is missing. A clear rule, such as pausing a claim until a transaction certificate is supplied, avoids ad hoc decisions under launch pressure. Contracts can require suppliers to notify the brand of changes in certification status or material sources, and to retain records for a defined period, so that claims can be defended after the season ends.

Finally, claims should be phrased exactly as the evidence supports. A product with a certified recycled component should state the component and the percentage, not imply that the whole garment is recycled. Precise wording protects the brand and makes later checks simpler.

What are the regulatory and commercial risks?

Recycled-content statements are commercial claims, and they are increasingly treated as data that regulators expect to see substantiated. The European Commission describes the Ecodesign for Sustainable Products Regulation, in force since 18 July 2024, as allowing rules that can increase recycled content, and the digital product passport as able to hold information on materials and their origins and on recycling capabilities. A compliance update expects the textiles-specific act in 2027, so detailed formats are not yet fixed.

Brands should therefore keep evidence in structured form, linked to product and batch, and set internal rules on which claims may be made at which evidence level. For example, a brand might permit a general sustainability statement on supplier declarations only, but require transaction certificates before printing a percentage on a label. McKinsey's analysis notes that brands could improve their material mix mainly through more recycled fibre, which suggests that claims on recycled content will remain common and worth substantiating.

People sorting piles of colorful textile scraps in a large industrial warehouse
Read also
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How should a verification process be set up?

  1. Define claim levels and the evidence required for each before products are launched.
  2. Collect scope and transaction certificates at the supplier and batch level, and store them against product records.
  3. Run automated consistency checks, and assign flagged items to a named reviewer.
  4. Spot-check with independent testing where the claim is high-profile or the risk is high.
  5. Review the process with suppliers regularly, sharing where documents were missing or inconsistent.

Frequently asked questions

What is the difference between RCS and GRS?

Both certify recycled content and chain of custody. According to Textile Exchange, the GRS is the more rigorous standard: it sets a 50% minimum recycled content and adds social and environmental processing requirements, including a bar on chemicals with harmful potential.

Can a lab test prove that a fibre is recycled?

Lab tests can confirm fibre composition, but distinguishing recycled from virgin material of the same fibre is generally harder. Buyers therefore rely on certification and chain-of-custody records, and should ask labs what a test can show.

What is a transaction certificate?

It is a record that a specific volume of certified material moved between parties in the supply chain. Textile Exchange describes its Content Claim Standard as based on scope and transaction certificates that create an independently verified audit trail.

Can AI verify recycled-content claims?

AI can cross-check certificates, orders and quantities for inconsistencies, and flag expiries. It cannot prove that material was recycled. Flags still need a human reviewer and, for important claims, independent testing.

GuideThe complete guide to AI in the fashion supply chain and sustainabilityRead the complete guide
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