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Notes from the workbench
What we learn about listing at volume, and why the product works the way it does. Subscribe by RSS.
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How many photos does an AI listing actually need?
Three is usually right, eight is the ceiling, and one of them should be the care label. Here's why the count matters less than which photos you take.
photography listings
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The background remover that ate the product
Automatic cutouts fail in a specific, expensive way — they delete part of what you're selling. Here's the failure, and the check that catches it.
photography engineering
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