{"schemaVersion":"ready-scan.discovery-surface.v1","id":"urn:readyscan:corpus:buyer-question:krazimo-q140127945-answer-fdf8f739e3fc04f01f21","key":"buyer_question:krazimo-q140127945-answer-fdf8f739e3fc04f01f21","kind":"buyer_question","slug":"krazimo-q140127945-answer-fdf8f739e3fc04f01f21","canonicalUrl":"https://readyscan.ai/corpus/buyer-question/krazimo-q140127945-answer-fdf8f739e3fc04f01f21","machineUrl":"https://readyscan.ai/discovery/corpus/buyer-question/krazimo-q140127945-answer-fdf8f739e3fc04f01f21.json","datePublished":"2026-10-21","dateModified":"2026-10-21","materialFingerprint":"fnv1a64:b9fb554449d3d1c6","membershipFingerprint":"fnv1a64:cc297ce373ebd710","relatedEntitySlugs":["krazimo-q140127945"],"relatedSurfaceKeys":["buyer_question:krazimo-q140127945-answer-26513e261740a67d0453","buyer_question:krazimo-q140127945-answer-2ce0420949fd0a4802b2","buyer_question:krazimo-q140127945-answer-3aed62a18597b48b13b5","buyer_question:krazimo-q140127945-answer-439b4d43cc98d2bc4224","buyer_question:krazimo-q140127945-answer-463efd65819e97fc3db6","buyer_question:krazimo-q140127945-answer-4c79463e75e5d86eb63e","buyer_question:krazimo-q140127945-answer-5cbc187ae235818cd2a5","buyer_question:krazimo-q140127945-answer-5dd9b676731dbbdce4d6","buyer_question:krazimo-q140127945-answer-5fc72911da851ad6873a","buyer_question:krazimo-q140127945-answer-6b3ef429dfd001e8d0f4","buyer_question:krazimo-q140127945-answer-7253866ff8f55dcba2b8","buyer_question:krazimo-q140127945-answer-851cc826215ce03f0a47","buyer_question:krazimo-q140127945-answer-9dbcf982a3299acee0bd","buyer_question:krazimo-q140127945-answer-a0a19f6cd4f065808667","buyer_question:krazimo-q140127945-answer-ca81887bf32f7248db2f","buyer_question:krazimo-q140127945-answer-d9d2d5774942aaead723","buyer_question:krazimo-q140127945-answer-de3393baa70a4fe67961","buyer_question:krazimo-q140127945-answer-f27982a2e65c6d5fbd77","buyer_question:krazimo-q140127945-answer-fe9c3121e8c919bb1877","evidence:krazimo-q140127945","relationship:krazimo-q140127945-products-and-services"],"sourceIds":["ready-scan-subjects"],"provenance":[{"snapshotId":"krazimo-q140127945-content-62a15ee566dd8c90-snapshot","sourceId":"ready-scan-subjects","sourceRecordId":"Q140127945","sourceRevisionId":"Q140127945:content:747b9953b2eaf37c","sourceContentHash":"fnv1a64:08336a348e7c9c69","recordRevisionId":"Q140127945:content:747b9953b2eaf37c","recordContentHash":"fnv1a64:7119618e9ff011de","sourceCanonicalUrl":"https://krazimo.com/","sourceModifiedAt":"2026-10-21T18:16:21.832Z","observedOn":"2026-10-21","permission":{"basis":"public_information","evidenceUrl":"https://krazimo.com/"},"attributionUrl":"https://krazimo.com/"}],"quality":{"method":"same_kind_unique_trigram_floor","minimumUniqueTrigramRatio":0.3,"status":"passed"},"title":"What are AI chatbot development services?","summary":"Cited source answers across 1 active corpus record.","question":"What are AI chatbot development services?","answers":[{"entitySlug":"krazimo-q140127945","entityName":"Krazimo","answer":"“AI chatbot development services design, build, and deploy conversational assistants u2014 for support, sales, or internal teams u2014 that understand context and answer accurately from your own data. Krazimo builds them, evaluates them against real questions, and ships them with monitoring and human escalation.”","sourceUrls":["https://krazimo.com/services/ai-chatbot-development/"]}]}