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AI Validation Doesn't Stop at Launch.

Your algorithm worked in the lab. Does it work in the clinic? **MLOps Validator** tracks "Data Drift" and performance degradation in the real world, ensuring your AI stays safe over time.

Drift Detection

?낅젰 ?곗씠?곗쓽 遺꾪룷 蹂€??Distribution Shift)瑜??듦퀎?곸쑝濡?媛먯??⑸땲??

Bias Check

?뱀젙 ?몄쥌?대굹 ?깅퀎???€???깅뒫???⑥뼱吏€吏€ ?딅뒗吏€ 怨듭젙??Fairness)??紐⑤땲?곕쭅?⑸땲??

Version Control

?ы븰?듬맂 紐⑤뜽??踰꾩쟾(v1.0 -> v1.1)怨??깅뒫 蹂€?붾? 湲곕줉?섏뿬 ?덇? 蹂€寃?Change Control)??吏€?먰빀?덈떎.

FAQ

Q. 蹂묒썝 ?곗씠?곌? ?몃?濡??좎텧?섎굹??
A. No, it runs on-premise. Only statistical metadata leaves the hospital; patient images stay private.
Q. ?앹빟泥?AI 媛€?대뱶?쇱씤???곕Ⅴ?섏슂?
A. Yes, compliant with FDA and MFDS AI/ML SaMD guidelines.
Q. ?ы븰???쒖젏?€ ?대뼸寃??꾨굹??
A. You set the threshold (e.g., AUC < 0.9). We alert you when it's breached.