diff --git a/app/integrations/llm/schemas/plan.py b/app/integrations/llm/schemas/plan.py
index 819842f..fc2c8cd 100644
--- a/app/integrations/llm/schemas/plan.py
+++ b/app/integrations/llm/schemas/plan.py
@@ -16,8 +16,8 @@ class PlanInput(BaseModel):
     market_trend: str | None = None
     market_target_audience: str | None = None
     tiktok: str | None = None
-    instagram_en: str | None = None
-    facebook_en: str | None = None
+    instagram: str | None = None
+    facebook: str | None = None
     naver_blog: str | None = None
     naver_cafe: str | None = None
     kakao_talk: str | None = None
diff --git a/app/services/analysis.py b/app/services/analysis.py
index 8dec2d7..0bf7695 100644
--- a/app/services/analysis.py
+++ b/app/services/analysis.py
@@ -26,6 +26,26 @@ async def generate_plan(analysis_run_id: str) -> PlanOutput:
     report = await select_run_report_data(analysis_run_id)
     market = await select_market(analysis_run_id)
 
+
+    mainpage     = raw.get(SourceType.MAINPAGE)     or []
+    mainpage     = mainpage[0]["raw_data"] # 유일
+    branding     = raw.get(SourceType.BRANDING)     or []
+    branding     = branding[0]["raw_data"] # 유일
+    instagram    = raw.get(SourceType.INSTAGRAM)    or []
+    facebook     = raw.get(SourceType.FACEBOOK)     or []
+    youtube      = raw.get(SourceType.YOUTUBE)      or []
+    youtube      = youtube[0]["raw_data"] if youtube else None # 유일 (기획상)
+    gangnam_unni = raw.get(SourceType.GANGNAM_UNNI) or []
+    gangnam_unni = gangnam_unni[0]["raw_data"] if gangnam_unni else None# 유일 (기획상)
+    naver_blog   = raw.get(SourceType.NAVER_BLOG)   or []
+    naver_blog   = naver_blog[0]["raw_data"] if naver_blog else None# 유일 (기획상)
+    tiktok       = raw.get(SourceType.TIKTOK)       or []
+    tiktok       = tiktok[0]["raw_data"] if tiktok else None# 유일 (기획상)
+    naver_cafe   = raw.get(SourceType.NAVER_CAFE)   or []
+    naver_cafe   = naver_cafe[0]["raw_data"] if naver_cafe else None# 유일 (기획상)
+    kakaotalk   = raw.get(SourceType.KAKAOTALK)   or []
+    kakaotalk   = kakaotalk[0]["raw_data"] if kakaotalk else None# 유일 (기획상)
+
     def _json(v) -> str | None:
         return json.dumps(v, ensure_ascii=False) if v else None
 
@@ -42,12 +62,12 @@ async def generate_plan(analysis_run_id: str) -> PlanOutput:
         "market_keywords":        _json(market.get("keywords")),
         "market_trend":           _json(market.get("trend")),
         "market_target_audience": _json(market.get("target_audience")),
-        "tiktok":                 _json(raw.get(SourceType.TIKTOK)),
-        "instagram_en":           _json(raw.get(SourceType.INSTAGRAM)),
-        "facebook_en":            _json(raw.get(SourceType.FACEBOOK)),
-        "naver_blog":             _json(_naver_blog_summary(raw.get(SourceType.NAVER_BLOG))),
-        "naver_cafe":             _json(raw.get(SourceType.NAVER_CAFE)),
-        "kakao_talk":             _json(raw.get(SourceType.KAKAOTALK)),
+        "tiktok":                 _json(tiktok),
+        "instagram":           _json(instagram),
+        "facebook":            _json(facebook),
+        "naver_blog":             _json(_naver_blog_summary(naver_blog)),
+        "naver_cafe":             _json(naver_cafe),
+        "kakao_talk":             _json(kakaotalk),
         "channel_logos":          _json(branding.get("channelLogos")),
         "brand_assets":           _json(branding.get("brandAssets")),
     }
@@ -200,7 +220,7 @@ async def _build_other_channels(raw: dict) -> list[dict]:
     result: OtherChannelsOutput = await LLMService(provider="perplexity").generate(
         other_channels_prompt,
         {
-            "clinic_name":  (raw.get(SourceType.MAINPAGE) or [{}])[0].get("clinicName"),
+            "clinic_name":  (raw.get(SourceType.MAINPAGE) or [{}])[0]["raw_data"].get("clinicName"),
             "tiktok":       json.dumps(raw.get(SourceType.TIKTOK), ensure_ascii=False),
             "kakao_talk":   json.dumps(raw.get(SourceType.KAKAOTALK), ensure_ascii=False),
             "naver_cafe":   json.dumps(raw.get(SourceType.NAVER_CAFE), ensure_ascii=False),
diff --git a/app/services/branding.py b/app/services/branding.py
index 8fc7081..17705dd 100644
--- a/app/services/branding.py
+++ b/app/services/branding.py
@@ -16,7 +16,7 @@ async def _describe_logo(analysis_run_id: str, info_id: int, vc: VisionClient) -
     """공식 로고 정성 묘사. branding raw_info["brandAssets"] 머지.
     호출 우선순위: raw_info.logo_url 컬럼 (HTML parser canonical) → firecrawl 메타 fallback."""
     raw = await select_run_raw_data(analysis_run_id)
-    mainpage = raw.get("mainpage") or {}
+    mainpage = ((raw.get("mainpage") or [{}])[0].get("raw_data")) or {}
     homepage_url = mainpage.get("sourceUrl") or ""
     branding_meta = mainpage.get("branding") or {}
     column_logo = await select_mainpage_logo_url(analysis_run_id)
@@ -57,7 +57,7 @@ async def _describe_channel_logos(analysis_run_id: str, info_id: int, vc: Vision
     }
     logos = [{"channel": label, "url": img}
              for key, label in _label.items()
-             if (img := (raw.get(key) or {}).get("_logo_url"))]
+             if (img := (raw.get(key) or [{}])[0].get("logo_url"))]
     if not logos:
         logger.info("[channel_logos] skip — no channel profileImages")
         return
diff --git a/app/services/collect.py b/app/services/collect.py
index 16411a8..d27c71b 100644
--- a/app/services/collect.py
+++ b/app/services/collect.py
@@ -156,7 +156,7 @@ async def collect_kakaotalk(analysis_run_id: str, info_id: int, url: str) -> Non
 async def collect_brand_basics(analysis_run_id: str, info_id: int) -> None:
     logger.info("[brand_basics] start run=%s info=%s", analysis_run_id, info_id)
     raw = await select_run_raw_data(analysis_run_id)
-    mainpage = raw.get("mainpage") or {}
+    mainpage = ((raw.get("mainpage") or [{}])[0].get("raw_data")) or {}
     homepage_url = mainpage.get("sourceUrl") or ""
     branding_meta = mainpage.get("branding") or {}
 
diff --git a/app/services/facebook_audit.py b/app/services/facebook_audit.py
index 2091b6a..ede8be1 100644
--- a/app/services/facebook_audit.py
+++ b/app/services/facebook_audit.py
@@ -82,7 +82,11 @@ def _logo_data(channel_logos: dict, channel: str) -> dict:
     for c in (channel_logos or {}).get("channel_logos", []):
         if c.get("channel") == channel:
             return c
-    return {}
+    print("channel_logos NOT FOUND : ",  channel_logos)
+    return {
+        "is_official" : False,
+        "logo_description" : "로고 찾지 못함"
+    }
 
 def _page_patch(item: dict, channel_logos) -> dict:
     p: dict = {}
diff --git a/app/services/market.py b/app/services/market.py
index 421e901..a234047 100644
--- a/app/services/market.py
+++ b/app/services/market.py
@@ -31,7 +31,7 @@ async def run_market_analysis(analysis_run_id: str) -> None:
     run = await select_run(analysis_run_id)
     clinic = await select_hospital(run["hospital_id"])
     raw = await select_run_raw_data(analysis_run_id)
-    mainpage = raw.get("mainpage") or {}
+    mainpage = ((raw.get("mainpage") or [{}])[0].get("raw_data")) or {}
 
     clinic_name = (clinic or {}).get("hospital_name") or ""
     address = (clinic or {}).get("road_address") or ""