The Decision Nobody Was Hired to Make

Every premium brand has someone responsible for how their product is made. A quality standard. A production process. A team that obsesses over every detail before the product reaches the customer.

Almost none have someone responsible for what happens when it breaks.

That gap is not obvious, until it is. A customer walks into a store with a damaged jacket. The store employee does their best, but they weren't hired to assess whether the damage is a production fault or normal wear. They don't know if the material can be repaired without affecting how it looks or feels in six months. They make a judgment call on behalf of a brand that spent years building exactly the reputation now sitting in their hands.

The same scenario plays out online. A support agent receives a complaint. It has no precedent to draw from and no standard to stand on. No institutional knowledge of how similar cases were handled last month, last year, by someone who no longer works there, or how repairing items even works. Just a decision that needs to be made, today, by whoever opened that ticket.

This is not a people problem. These are good people in the wrong position.

It is a system problem and the system doesn't exist yet at most premium brands.

Unmanaged post-purchase moments are unmanaged reputational risk. PwC research shows that 32% of consumers stop buying from a brand they love after a single bad experience. Not a pattern of bad experiences, but just one experience. And the customer who had that experience rarely complains, because they just don't come back.

Premium brands invest heavily in the moment of sale. The campaign, the store, the packaging, the first impression. Then a product breaks and that investment is sitting in the hands of someone who wasn't set up to protect it.

What the system needs is what law firms figured out centuries ago. A good lawyer doesn't reinvent the argument with every case. They draw on precedent: what was decided before, why, and what held up. That's what makes advice consistent, defensible, and scalable across a team of any size.

Post-purchase decisions work the same way. Every case documented. Every outcome building a body of knowledge. Every new decision informed by what came before and by brand policy, so the answer a customer gets in Berlin matches the one they'd get in Amsterdam, and the one they'll get next year.

That's what MENDED builds. Not a repair service. Not a helpdesk. Governance for the moment after the sale, with AI that matches every case against precedent, so decisions are consistent, teams are relieved of pressure they were never equipped to handle, and trust between brand and customer is protected rather than left to chance.

With >€160.000 support from Kansen voor West and the European Regional Development Fund, MENDED is building the AI layer that makes that standard smarter at scale. Because unmanaged repair is unmanaged reputational risk but managing this properly becomes a trust channel.

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This article is part of a project supported by Kansen voor West and co-funded by the European Union. Running from April 2025 to September 2027, the project aims to develop AI-powered recommendation engines for clothing repair — enabling automated damage detection, repair advice, and material analysis for consumers, repair shops, and fashion brands. Intended results include validated AI models trained on a dataset of 10,000+ garment images, repair recommendation tools integrated across brand and repair shop workflows, and a scalable governance model for consistent post-purchase decision-making.