Unsold-stock AI needs a human destruction gate

An inventory model can estimate that a returned coat is unlikely to sell. It cannot turn that forecast into permission to shred the coat. Since 19 July, the European Union has required a legal and evidential step between a stock recommendation and the destruction of unsold apparel.

The scale explains the intervention. The European Environment Agency estimates that 4% to 9% of textile products placed on the European market are destroyed before their intended use — between 264,000 and 594,000 tonnes a year. Online clothing return rates are around 20%, and the evidence reviewed by the agency suggests roughly one third of those returns are destroyed.

The new control comes from Articles 23–25 of the Ecodesign for Sustainable Products Regulation. For large operators, destruction of unsold apparel, clothing accessories and footwear is now prohibited unless a specific derogation can be evidenced. Medium-sized enterprises enter the prohibition on 19 July 2030. Micro and small enterprises are exempt from the direct ban.

That size boundary does not create a disposal service for smaller firms. Article 25(2) says operators outside the prohibition must not destroy products supplied to them for the purpose of circumventing it. A large retailer cannot make the decision disappear by transferring the stock to an exempt partner.

The operational lesson is wider than fashion. Any business using forecasting, returns scoring or warehouse optimisation should separate a model’s commercial recommendation from the physical decision that follows it.

Destruction means more than landfill

The most common workflow error is to treat recycling as the safe default. The ESPR definition is broader. Recycling, other recovery — including energy recovery — and disposal all count as destruction when an unsold consumer product is discarded before use. Preparing it for reuse, refurbishing it or remanufacturing it does not.

That changes the order of questions. “Can we recycle it?” comes after “Can it still be used?” An automated workflow should not jump from low predicted margin to a waste collection instruction.

System outcome	Regulatory meaning	Next control
Restock or resell	Product remains in use	Record the condition and route back to sale
Repair or refurbish	Preparation for reuse, not destruction	Keep the repair assessment and destination
Donate for use	Donation is not discarding as waste	Record the recipient and transfer
Recycle, recover energy or dispose	Destruction	Block unless a documented derogation applies

Source: Regulation (EU) 2024/1781, Articles 2, 23–25, and Commission Implementing Regulation (EU) 2026/2. Last verified 2026-08-09.

This distinction also exposes a data problem. Many warehouse systems use one status such as “write-off” for a donation, a refurbishment transfer, recycling and disposal. That status cannot show whether the product stayed in use or became waste. Before adding an AI score, split the destination codes.

A forecast is not a derogation

Commission Delegated Regulation (EU) 2026/296 defines the circumstances in which covered stock may still be destroyed. They include dangerous products, legal non-compliance, substantiated intellectual-property problems, damage or contamination that cannot be repaired cost-effectively, and design or manufacturing defects that cannot be repaired.

There are also narrower last-resort routes. An operator may document an offer to at least three suitable social-economy entities in the Union, or publish an accessible donation offer for at least eight weeks, if no recipient accepts it. Products prepared for reuse by a waste operator may qualify when no recipient can be found.

None of those routes is “the model predicts poor demand”. Low resale probability may trigger a review, but the derogation must describe the condition or circumstances of the actual item or batch.

Model can help identify	Model must not decide alone
Returns with similar damage descriptions	Whether damage is severe enough to justify destruction
Batches nearing a contractual distribution limit	Whether the contract creates a valid IP restriction and destruction is proportionate
Products with no recent demand	Whether donation attempts satisfy the legal route
Anomalies between warehouse and waste records	Whether a derogation applies

Source: Commission Delegated Regulation (EU) 2026/296, Articles 2–4. Last verified 2026-08-09.

The line is important because inventory models optimise a target selected by the business. If the target is storage cost, the system will learn that removal is efficient. It does not know that the law makes prevention of destruction the general principle, or that a commercially unattractive repair can still be the required next question.

Build a gate, not another dashboard

The practical control is a queue between recommendation and execution. The model may propose a route. It may not release stock to a waste operator.

Each queued decision should carry seven fields:

1. Identity: SKU, batch or item identifier, quantity, weight and current location.
2. Condition: return reason, images, inspection result and any contamination or safety evidence.
3. Options tested: restock, repair, refurbishment, remanufacture, donation and their outcomes.
4. Proposed derogation: the exact circumstance in Article 2 of Regulation 2026/296, not an internal label such as “obsolete”.
5. Evidence: test report, inspection record, contract, donation record or other document the derogation requires.
6. Approval: named reviewer, decision, date and any override of the model recommendation.
7. Destination: recipient, waste operator, treatment route and the statement supplied to that operator.

The reviewer should see the original facts before the score. Showing “92% disposal confidence” at the top invites automation bias. Show the product condition, options already attempted and missing evidence first; put the model output below them as one input.

Access should be asymmetric. Warehouse staff can add condition evidence. Commercial staff can propose markdown or redistribution. Sustainability or compliance owners can approve a derogation. Only the logistics role can release the approved movement. No single account should both change the reason and authorise destruction.

Keep the evidence for the product, not the model

The delegated regulation requires operators to retain the documentation supporting a derogation for five years after destruction. Authorities must be able to receive it electronically within 30 days of a request. The required evidence varies with the reason: a dangerous product may need a safety assessment or test report; damaged stock needs a quality assessment or inspection record; an IP restriction needs the relevant decision, notification or contract.

That means a generic model audit log is insufficient. A prompt, prediction or feature-importance chart may explain how a recommendation arose. It does not prove the physical condition of a batch, the infeasibility of repair or the failed donation route.

Link the decision record to the durable business artefacts:

• timestamped inspection photos and the applicable quality procedure;
• repair quote or technical assessment, including the cost comparison where relevant;
• the legal or contractual document relied on;
• donation offers and responses;
• approval and release records;
• the statement sent to the waste treatment operator.

Retain the model version and input fields as supporting context, not as the legal basis. If the scoring model changes next quarter, the evidence for a coat destroyed today must still stand on its own five years later.

Small firms still need a boundary

The direct prohibition does not currently apply to micro and small enterprises, and medium-sized operators have until 2030. That is not a reason to copy the full compliance machinery prematurely. It is a reason to know which part of a larger customer’s workflow the firm performs.

A small returns processor, repairer, charity partner or waste contractor should ask who owns the stock, who decided it was unsold, why it is being transferred and whether the transfer is for use or for waste treatment. Refuse a job whose commercial purpose is simply to move an in-scope operator’s destruction decision across the company-size boundary.

The implementing regulation adds a second timetable. Its common disclosure format applies from 2 March 2027 to large enterprises, and from 2030 to medium-sized enterprises. It records units and weight, reasons, waste-treatment shares, and measures taken and planned to prevent destruction. A decision gate built now can generate those figures from the same item records instead of reconstructing them from invoices a year later.

Test one returned product

Choose one returned apparel item this week and follow its current route. Identify every status change from customer return to restock, repair, donation or waste. Ask where the physical condition is recorded, where reuse options are rejected, who can change the reason code and what document reaches the final operator.

Then add a hard stop before the first irreversible movement. The stop should require evidence and a named decision, not merely a higher confidence threshold.

The useful role for AI is to surface stock that needs attention and assemble the available record. The decision to destroy belongs to a person who can explain the item, the exception and the route without asking the model to make the law fit the forecast.