
Four stores. One avatar. A closer look.
What our Zara, Aritzia, SSENSE and Depop image tests produced—and the details that changed along the way.
Read the storyGood questions. Real previews. A closer look at the clothes we choose.


What our Zara, Aritzia, SSENSE and Depop image tests produced—and the details that changed along the way.
Inside the testSynthetic input. Actual nista outputs. Changes and limitations included.

What our Zara, Aritzia, SSENSE and Depop image tests produced—and the details that changed along the way.
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A striped Zara shirt appeared in our test. So did matching trousers we had not selected. Here is why the difference matters.
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Our SSENSE shirt example kept an underlayer from the source outfit. A closer look at what a layered photo can leave uncertain.
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A back-only Depop listing produced a plausible front. Why an attractive preview cannot verify an unseen part of a secondhand item.
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Our Aritzia dress result is an illustration. Here is what we observed, what we could not compare and what still needs checking.
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A visual introduction to the fitting room, from desktop Chrome setup to reviewing a preview beside the original listing.
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Start with collar, fabric, length and movement. A practical way to compare similar-looking shirts without buying by label alone.
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Your calendar is a better starting point than a fixed item count. Find the combinations that make getting dressed easier.
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A small bag works better when every outfit has a real plan behind it. Start with the itinerary, layers and shoes you know.
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A beautiful listing can still leave important questions unanswered. Here is a small comparison method for your next shopping tabs.
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A simple outfit experiment: keep the base, change one layer and notice what actually makes the combination work for you.
Read the storyUse the image for one question and measurements for another. A practical way to keep appearance, dimensions and comfort separate.
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