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AX 전환 이 단순 챗봇 도입과 다른 이유가 바로 여기에 있습니다. 구조가 복잡해진 만큼, 운영 단계의 병목도 새로운 형태로 나타납니다. ‍ P oC 이후 드러나는 두 가지 병목 병목 1. 문서를 충분히 읽지 못하는 단계 기업 내부 데이터는 생각보다 훨씬 비정형적입니다. 보험 청구 서류, 복잡한 재무제표 표 안의 표, 엑셀, 이미지, 도면 전처리 단계에서 구조화가 충분히 이루어지지 않으면, 어떤 모델을 올려도 RAG 정확도는 흔들립니다. RAG 기반 시스템의 답변 품질은 결국 데이터를 얼마나 잘 읽느냐에서 결정됩니다. 결과적으로 AI 자동화 가 아니라 '보조 도구'에 머무르게 되고, 여전히 상당 부분을 사람이 검증해야 합니다. 병목 2. 연결은 됐지만 흐름이 완성되지 않는 구조 DB 연동도, Function call 구현도 성공했습니다. 그러나 실제 워크플로우 안에서는 이런 문제가 반복됩니다. 중간 단계에서 맥락이 끊김 ERP 데이터 호출 누락 할루시네이션 발생으로 담당자 재확인 반복 ROI 설득력 저하 AI 자동화 확장이 지연되는 주요 원인이 바로 이 운영 단계의 구조적 안정성 문제입니다. AI 에이전트 가 중간에 멈추지 않고 끝까지 실행되려면, 파이프라인 설계 자체가 달라야 합니다. 우리 조직의 병목이 궁금하신가요? 👉 간단한 점검 후 맞춤 인사이트를 받아보세요 ‍ 기업이 이제 묻는 것: \"더 강력한가\"가 아니라 \"예측 가능한가\" 생성형AI 인프라 선택에서도 같은 질문이 등장합니다. 퍼블릭 클라우드는 확장성이 높지만 비용 변동성이 크고, 온프레미스는 안정적으로 운영할 수 있지만 초기 투자..."},"evidence_pages":[],"related_signals":[{"id":"579ee9b6-6b5d-4e7b-94a5-cd037cadc275","url":"https://onlylabs.fyi/signals/579ee9b6-6b5d-4e7b-94a5-cd037cadc275","source_url":"https://www.upstage.ai/news/upstage-fusic-partnership","title":"Upstage Fusic Partnership","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2025-04-03T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:31.240928+00:00","date_source":"page.visible_date"},{"id":"be1e56a4-7f59-48c3-a31f-50c4bbd4903e","url":"https://onlylabs.fyi/signals/be1e56a4-7f59-48c3-a31f-50c4bbd4903e","source_url":"https://www.upstage.ai/news/upstage-intel","title":"Upstage Intel","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2024-06-07T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:31.240928+00:00","date_source":"page.visible_date"},{"id":"bf2618ad-03e3-4df5-840a-09a26719157f","url":"https://onlylabs.fyi/signals/bf2618ad-03e3-4df5-840a-09a26719157f","source_url":"https://www.upstage.ai/news/upstages-13b-llm","title":"Upstages 13b Llm","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2024-01-08T00:00:00.000Z","first_seen_at":"2026-06-26T20:26:31.240928+00:00","date_source":"page.visible_date"},{"id":"3acbd25b-4f2a-4909-8a68-f02daa27f54b","url":"https://onlylabs.fyi/signals/3acbd25b-4f2a-4909-8a68-f02daa27f54b","source_url":"https://www.upstage.ai/news/upstage-series-b-bridge","title":"Upstage Series B Bridge","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":null,"first_seen_at":"2026-06-26T20:26:31.240928+00:00","date_source":"missing"},{"id":"6b5b74e0-a7ec-44cd-9595-30c36534af05","url":"https://onlylabs.fyi/signals/6b5b74e0-a7ec-44cd-9595-30c36534af05","source_url":"https://www.upstage.ai/blog/ko/2022-online-year-end-party","title":"2022 Online Year End Party","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":null,"first_seen_at":"2026-06-26T20:26:31.240928+00:00","date_source":"missing"},{"id":"edaa9519-0d66-47d2-bfee-cfe44b52ef01","url":"https://onlylabs.fyi/signals/edaa9519-0d66-47d2-bfee-cfe44b52ef01","source_url":"https://www.upstage.ai/blog/ko/2pyeon-api-ereokodeu-wanjeon-haebu","title":"2pyeon Api Ereokodeu Wanjeon Haebu","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":null,"first_seen_at":"2026-06-26T20:26:31.240928+00:00","date_source":"missing"}]}