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Recent research has shown that chatbots can help consumers feel less embarrassed during online purchases, especially when self-presentation concerns are at play. This is due to the ambiguity of chatbots, which allows consumers to prepare for potential judgment. This aligns with Error Management Theory, which suggests that people make biased inferences to avoid costly errors.