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A score is a snapshot as of the scan date, not a running measurement: AI answers shift over time, and a business can improve its score. The score (0–100) is how often AI recognises and recommends a business when customers ask, not merely whether its name appears somewhere in the answer. It is measured, never bought — placement and rankings are not for sale at any price. These are the businesses VisibleFront has scanned in this market, not every business in it. Where we show how many businesses our own sweep found here, that number is counted, never estimated, and the sweep is not a complete registry. A business missing from this ranking has not been measured, which says nothing about the business itself. Businesses enter the index when they are scanned — often because a scan was requested — so a market’s sample is not a random sample of the city. Every average and share here describes the businesses we measured, not the market as a whole. 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