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For example, the MTA transit system in New York collected more than 18,000 lost items from 2018 to 2023 — and that time includes when people were sheltering in place for the pandemic. Boomerang thinks AI can fix lost and found. The Miami-based startup built software that uses machine learning to match pictures and descriptions of lost items. Customers, which can range from gyms to theme parks, upload pictures and descriptions of their lost and found while consumers do the same for the item they’ve lost. If there is a match, consumers can choose to pick up their items or have them shipped.