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How A.I. Ended the Era of Launch Here, Localize Later

As A.I. products launch globally from day one, companies can no longer treat localization as an afterthought—or rely on language alone to prevent costly mistakes.

On May 18, Starbucks Korea launched a campaign for a tumbler line and used A.I. to write a name for it: “Tank Day.” Nobody meant to reference the 1980 Gwangju massacre, or the discredited 1987 police cover-up tied to a similar phrase, but that’s what it evoked. The CEO was fired within hours; he and the parent company’s chairman were later booked as criminal suspects. Card payment volumes fell 26 percent in a week. On June 22, Starbucks closed all 2,160 of its South Korean stores so employees could attend mandatory history lessons.

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While A.I. created a slogan that was linguistically correct, what was missing wasn’t language. It was a review process that would have caught, “this reads wrong here,” before it shipped. That’s the actual failure, and it’s becoming a defining business risk of the A.I. era: the gap between generating content that’s technically accurate and shipping content that’s appropriate, culturally informed and safe to put in front of customers.

A few years ago, a software company could launch in the U.S., watch how the product landed and localize for other........

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