{"version":"2.0.0-reviewed-name-variants","edition":"lubbock-2026-09-descriptive-study-v2","reviewCompleted":"2026-09-11","evidenceSetHash":"e43e6a589bcb67a51591fb629bf879d381baad3e1bf4bba3c73fe97c2d4dd2cc","normalizedInputSha256":"2b28407e27de9a5314077d7d8c29db03f1f894116ce4d8c6aae9b42365c3a303","unit":"Distinct tracked business website domains with at least one Google top-ten appearance in their sampled Lubbock verticals. Not certified branches, all locally owned businesses or a city census.","metric":"Below 10% detected-name rate on at least one of four AI platforms. Normally fewer than 5/50 answers; pool 100 answers for the eight domains with two Google-visible verticals and use fewer than 10/100.","method":"Retain the original 244-domain cohort. Review recorded names and candidate variants against normalized evidence. Keep unanchored ambiguous names uncertain. For the conservative count, treat all known uncertain name matches as matches and exclude held generic identities from the numerator, not the denominator. Count a domain once across platforms.","limitations":["Name detection, not independently verified entity identity, recommendation, endorsement, citation, traffic or algorithmic cause.","A single Google top-ten appearance qualifies the cohort; this does not mean consistent Google prominence or that AI appearance frequency is lower than Google frequency.","Source links without business names are not counted as prose name detections. An unmatched name is not proof of no source exposure.","Five paired intents and ten repeats per vertical/configuration. Repeats are not independent consumer samples.","This below-10% threshold is an exploratory follow-up chosen after collection, not a preregistered endpoint.","The conservative count handles the documented uncertainty only. Unknown aliases or missed attribution may still change counts.","The 14.8% conservative zero-detection result is a different metric and remains preserved. The new percentage must not be called complete AI absence."],"denominator":244,"qualifyingGroups":139,"roundedPercentage":57,"sampledVerticals":20,"affectedVerticals":20,"originalRawCount":168,"correctedNameCount":141,"uncertainGroupsWithheld":2,"platforms":[{"provider":"chatgpt","qualifyingGroups":45},{"provider":"gemini","qualifyingGroups":84},{"provider":"claude","qualifyingGroups":72},{"provider":"perplexity","qualifyingGroups":32}],"additionalProviderCostUsd":0,"records":[{"domain":"1213plumbing.com","entityIds":["business-f2766bc98087818c"],"verticalIds":["plumbing"],"recordedNames":["1213 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Hit? 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