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NoGuess helps shoppers understand how products may look in their own space before purchasing. Shoppers take or upload a photo, and the app creates an AI-generated visualization using product images from the store. Merchants can customize the experience to match their brand and control when it is available. Product images are detected automatically, so no separate catalog upload is needed.