{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:moschip-technologies-limited-q139972566-answer-2ab93d96ed30d11132ce","key":"buyer_question:moschip-technologies-limited-q139972566-answer-2ab93d96ed30d11132ce","kind":"buyer_question","slug":"moschip-technologies-limited-q139972566-answer-2ab93d96ed30d11132ce","canonicalUrl":"https://directory.readyscan.ai/corpus/buyer-question/moschip-technologies-limited-q139972566-answer-2ab93d96ed30d11132ce","machineUrl":"https://directory.readyscan.ai/discovery/corpus/buyer-question/moschip-technologies-limited-q139972566-answer-2ab93d96ed30d11132ce.json","datePublished":"2026-10-18","dateModified":"2026-10-18","materialFingerprint":"fnv1a64:53de375b180c341f","membershipFingerprint":"fnv1a64:6ef3566cbbc8c233","relatedEntitySlugs":["moschip-technologies-limited-q139972566"],"relatedSurfaceKeys":["buyer_question:moschip-technologies-limited-q139972566-answer-1b49c721c6d2d38c5170","buyer_question:moschip-technologies-limited-q139972566-answer-37432da285c5444a3137","buyer_question:moschip-technologies-limited-q139972566-answer-5f14fcb7e01d6afe8444","buyer_question:moschip-technologies-limited-q139972566-answer-62cefd551a4173a6fec9","buyer_question:moschip-technologies-limited-q139972566-answer-63d112b15b5501ce059b","buyer_question:moschip-technologies-limited-q139972566-answer-6a3a4a3ac00a33a6eb18","buyer_question:moschip-technologies-limited-q139972566-answer-6bc2c96796b43a313203","buyer_question:moschip-technologies-limited-q139972566-answer-85bbf489934a29418429","buyer_question:moschip-technologies-limited-q139972566-answer-950813c0009fbab6a506","buyer_question:moschip-technologies-limited-q139972566-answer-99a133886b24dee59d44","buyer_question:moschip-technologies-limited-q139972566-answer-b3900fb90fe89febcb38","buyer_question:moschip-technologies-limited-q139972566-answer-b4224cd4b6cdd474354e","buyer_question:moschip-technologies-limited-q139972566-answer-bd0de282a276f9246a08","buyer_question:moschip-technologies-limited-q139972566-answer-bfbbeac55243dc8e8f0d","buyer_question:moschip-technologies-limited-q139972566-answer-cf06a92c65e05862d57e","buyer_question:moschip-technologies-limited-q139972566-answer-d06dba09b0e36c56b858","buyer_question:moschip-technologies-limited-q139972566-answer-d0bc4077f13f0fa7d067","buyer_question:moschip-technologies-limited-q139972566-answer-e7d27582679d3cf41a57","buyer_question:moschip-technologies-limited-q139972566-answer-efad35abeccc66e5293f","evidence:moschip-technologies-limited-q139972566"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"moschip-technologies-limited-q139972566-content-cdcb3bcf8034cf10-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q139972566","sourceRevisionId":"Q139972566:content:7d65ed3136b2e7ac","sourceContentHash":"fnv1a64:5a9e89f7dcdbad6f","recordRevisionId":"Q139972566:content:7d65ed3136b2e7ac","recordContentHash":"fnv1a64:a744cbef8f0ecc50","sourceCanonicalUrl":"https://moschip.com/","sourceModifiedAt":"2026-10-18T22:52:47.774Z","observedOn":"2026-10-18","permission":{"basis":"public_information","evidenceUrl":"https://moschip.com/"},"attributionUrl":"https://moschip.com/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"How do the AI models learn our specific equipment signatures?","summary":"Cited source answers across 1 active corpus record.","question":"How do the AI models learn our specific equipment signatures?","answers":[{"entitySlug":"moschip-technologies-limited-q139972566","entityName":"MosChip Technologies Limited","answer":"“The pre trained, domain aligned models are the starting point, not the end state. During integration, they are adapted and validated on your equipment’s data. This is what turns generic anomaly detection into predictions your service team will actually trust.”","sourceUrls":["https://moschip.com/product-engineering-accelerators/industrial-iot-solutions-blueprint/"]}]}