diff --git a/src/main/resources/sql/member-llm-context/upsert_member_llm_context.sql b/src/main/resources/sql/member-llm-context/upsert_member_llm_context.sql
index 3db16aa..b9645ae 100644
--- a/src/main/resources/sql/member-llm-context/upsert_member_llm_context.sql
+++ b/src/main/resources/sql/member-llm-context/upsert_member_llm_context.sql
@@ -83,9 +83,9 @@ latest_churn AS (
     SELECT DISTINCT ON (c.member_id)
         c.member_id,
         c.churn_score,
-        c.churn_tier
+        c.risk_level AS churn_tier
     FROM churn_score_snapshot c
-    ORDER BY c.member_id, c.snapshot_date DESC
+    ORDER BY c.member_id, c.base_date DESC
 ),
 latest_logs_14d AS (
     -- 행동 로그는 최근 14일 이내 데이터만 허용하고 그중 최신 1건을 사용한다.
@@ -338,4 +338,4 @@ ON CONFLICT (member_id) DO UPDATE SET
     product_type_clicks = EXCLUDED.product_type_clicks,
     recent_viewed_tags_top_3 = EXCLUDED.recent_viewed_tags_top_3,
     contract_expiry_within_3m = EXCLUDED.contract_expiry_within_3m,
-    updated_at = EXCLUDED.updated_at;
\ No newline at end of file
+    updated_at = EXCLUDED.updated_at;