{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:pangeanic-q138809536-answer-8f1e1b253a1691d9b633","key":"buyer_question:pangeanic-q138809536-answer-8f1e1b253a1691d9b633","kind":"buyer_question","slug":"pangeanic-q138809536-answer-8f1e1b253a1691d9b633","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/pangeanic-q138809536-answer-8f1e1b253a1691d9b633","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/pangeanic-q138809536-answer-8f1e1b253a1691d9b633.json","datePublished":"2026-10-24","dateModified":"2026-10-24","materialFingerprint":"fnv1a64:755acf8fa7fca4a4","membershipFingerprint":"fnv1a64:7016d70597b6c4fc","relatedEntitySlugs":["pangeanic-q138809536"],"relatedSurfaceKeys":["buyer_question:pangeanic-q138809536-answer-10deaa254b635ca5cde5","buyer_question:pangeanic-q138809536-answer-2b2f4d5c2b535be16af5","buyer_question:pangeanic-q138809536-answer-588ca9de75b7dc8dc4e0","buyer_question:pangeanic-q138809536-answer-789afd1b664758283d07","buyer_question:pangeanic-q138809536-answer-7dd42f631c3721f7ecbd","buyer_question:pangeanic-q138809536-answer-963b3f9652ca54ac0de5","buyer_question:pangeanic-q138809536-answer-c789447bbb2a9c3e7470","buyer_question:pangeanic-q138809536-answer-cb464e1cd5db31ca9a10","evidence:pangeanic-q138809536","relationship:pangeanic-q138809536-products-and-services"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"pangeanic-q138809536-content-dee03e95add2b8ae-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q138809536","sourceRevisionId":"Q138809536:content:51199a67baf3f3c9","sourceContentHash":"fnv1a64:97a4fd4cb3eecdfc","recordRevisionId":"Q138809536:content:51199a67baf3f3c9","recordContentHash":"fnv1a64:40e269d64cc9fa8e","sourceCanonicalUrl":"https://pangeanic.com/","sourceModifiedAt":"2026-10-24T00:30:07.025Z","observedOn":"2026-10-24","permission":{"basis":"public_information","evidenceUrl":"https://pangeanic.com/"},"attributionUrl":"https://pangeanic.com/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"How do AI Data Operations support multilingual systems?","summary":"Cited source answers across 1 active corpus record.","question":"How do AI Data Operations support multilingual systems?","answers":[{"entitySlug":"pangeanic-q138809536","entityName":"Pangeanic","answer":"“They treat language, locale, dialect, terminology and cultural context as operating variables. Data specifications, native review and evaluation sets can therefore be designed separately for the markets and conditions in which the system will run.”","sourceUrls":["https://pangeanic.com/ai-data-operations"]}]}