How the journal is made

We write about the things DUPI genuinely knows — colour, fit, fabric and what makes something worth its price. Here is exactly how each article comes together, because you deserve to know.

Written with AI, owned by people

The journal is DUPI's working knowledge — colour, fit, fabric and what makes something worth its price — written down. Drafts are written with AI assistance, under human direction, and every piece is told to say plainly when something is uncertain rather than to invent a fact. Nothing publishes on a schedule or by itself: a person decides what goes out, and DUPI stands behind every word under the DUPI Editorial byline.

Sources, when a piece leans on them

When an article draws on outside sources, they are listed at its foot so you can check them yourself. Most of our pieces are practical guides built on the things DUPI does every day — reading colouring, comparing fabrics, checking prices — and those carry no source list, because inventing one to look researched is exactly the kind of thing we won't do. Our own numbers, like the pricing study, publish their method and their limits alongside the findings.

What we will not do

No invented statistics, no fake urgency, and no naming a brand as something to copy — DUPI is about stylish alternatives and the look for less, never replicas. If a claim is not in the sources, it does not go in the article.