diff --git a/src/lib/transformReport.ts b/src/lib/transformReport.ts
index 616d78f..6e090e5 100644
--- a/src/lib/transformReport.ts
+++ b/src/lib/transformReport.ts
@@ -333,24 +333,30 @@ function buildRoadmap(r: ApiReport): import('../types/report').RoadmapMonth[] {
 
 function buildKpiDashboard(r: ApiReport): import('../types/report').KPIMetric[] {
   // Always build comprehensive KPIs from channel data.
-  // AI-provided kpiTargets are merged in (fill gaps) but don't replace our metrics.
+  // Prefer real enrichment data over AI-guessed channelAnalysis.
   const channels = r.channelAnalysis || {};
+  const enrichment = (r as Record<string, unknown>).channelEnrichment as Record<string, unknown> | undefined;
   const metrics: import('../types/report').KPIMetric[] = [];
 
-  // YouTube metrics
-  if (channels.youtube) {
-    const subs = channels.youtube.subscribers ?? 0;
+  // YouTube metrics — prefer enrichment (real API data) over AI guess
+  const ytEnrich = enrichment?.youtube as Record<string, unknown> | undefined;
+  const ytSubs = (ytEnrich?.subscribers as number) || ((channels.youtube?.subscribers as number) ?? 0);
+  const ytViews = (ytEnrich?.totalViews as number) || 0;
+  const ytVideos = (ytEnrich?.totalVideos as number) || 0;
+
+  if (channels.youtube || ytEnrich) {
     metrics.push({
       metric: 'YouTube 구독자',
-      current: subs > 0 ? fmt(subs) : '-',
-      target3Month: subs > 0 ? fmt(Math.round(subs * 1.1)) : '115K',
-      target12Month: subs > 0 ? fmt(Math.round(subs * 2)) : '200K',
+      current: ytSubs > 0 ? fmt(ytSubs) : '-',
+      target3Month: ytSubs > 0 ? fmt(Math.round(ytSubs * 1.1)) : '10K',
+      target12Month: ytSubs > 0 ? fmt(Math.round(ytSubs * 2)) : '50K',
     });
+    const monthlyViews = ytViews > 0 && ytVideos > 0 ? Math.round(ytViews / Math.max(ytVideos / 12, 1)) : 0;
     metrics.push({
       metric: 'YouTube 월 조회수',
-      current: '~270K',
-      target3Month: '500K',
-      target12Month: '1.5M',
+      current: monthlyViews > 0 ? `~${fmt(monthlyViews)}` : '-',
+      target3Month: monthlyViews > 0 ? fmt(Math.round(monthlyViews * 2)) : '500K',
+      target12Month: monthlyViews > 0 ? fmt(Math.round(monthlyViews * 5)) : '1.5M',
     });
     metrics.push({
       metric: 'YouTube Shorts 평균 조회수',
@@ -360,14 +366,18 @@ function buildKpiDashboard(r: ApiReport): import('../types/report').KPIMetric[]
     });
   }
 
-  // Instagram metrics
-  if (channels.instagram) {
-    const followers = channels.instagram.followers ?? 0;
+  // Instagram metrics — prefer enrichment data
+  const igAccounts = (enrichment?.instagramAccounts as Record<string, unknown>[]) || [];
+  const igPrimary = igAccounts[0] || (enrichment?.instagram as Record<string, unknown>) || null;
+  const igSecondary = igAccounts[1] || null;
+  const igFollowers = (igPrimary?.followers as number) || ((channels.instagram?.followers as number) ?? 0);
+
+  if (channels.instagram || igPrimary) {
     metrics.push({
       metric: 'Instagram KR 팔로워',
-      current: followers > 0 ? fmt(followers) : '-',
-      target3Month: followers > 0 ? fmt(Math.round(followers * 1.4)) : '20K',
-      target12Month: followers > 0 ? fmt(Math.round(followers * 3.5)) : '50K',
+      current: igFollowers > 0 ? fmt(igFollowers) : '-',
+      target3Month: igFollowers > 0 ? fmt(Math.round(igFollowers * 1.4)) : '20K',
+      target12Month: igFollowers > 0 ? fmt(Math.round(igFollowers * 3.5)) : '50K',
     });
     metrics.push({
       metric: 'Instagram KR Reels 평균 조회수',
@@ -375,12 +385,15 @@ function buildKpiDashboard(r: ApiReport): import('../types/report').KPIMetric[]
       target3Month: '3,000',
       target12Month: '10,000',
     });
-    metrics.push({
-      metric: 'Instagram EN 팔로워',
-      current: channels.instagram.followers ? fmt(Math.round(channels.instagram.followers * 4.5)) : '68.8K',
-      target3Month: '75K',
-      target12Month: '100K',
-    });
+    if (igSecondary) {
+      const enFollowers = (igSecondary.followers as number) || 0;
+      metrics.push({
+        metric: 'Instagram EN 팔로워',
+        current: enFollowers > 0 ? fmt(enFollowers) : '-',
+        target3Month: enFollowers > 0 ? fmt(Math.round(enFollowers * 1.1)) : '75K',
+        target12Month: enFollowers > 0 ? fmt(Math.round(enFollowers * 1.5)) : '100K',
+      });
+    }
   }
 
   // Naver Blog
@@ -393,22 +406,25 @@ function buildKpiDashboard(r: ApiReport): import('../types/report').KPIMetric[]
     });
   }
 
-  // 강남언니
-  if (channels.gangnamUnni) {
-    const rating = channels.gangnamUnni.rating ?? 0;
-    const correctedRating = typeof rating === 'number' && rating > 0 && rating <= 5 ? rating * 2 : rating;
+  // 강남언니 — prefer enrichment data
+  const guEnrich = enrichment?.gangnamUnni as Record<string, unknown> | undefined;
+  const guRating = (guEnrich?.rating as number) || ((channels.gangnamUnni?.rating as number) ?? 0);
+  const guCorrected = typeof guRating === 'number' && guRating > 0 && guRating <= 5 ? guRating * 2 : guRating;
+  const guReviews = (guEnrich?.totalReviews as number) || ((channels.gangnamUnni?.reviews as number) ?? 0);
+
+  if (channels.gangnamUnni || guEnrich) {
     metrics.push({
       metric: '강남언니 평점',
-      current: correctedRating > 0 ? `${correctedRating}/10` : '-',
-      target3Month: correctedRating > 0 ? `${Math.min(correctedRating + 0.5, 10).toFixed(1)}/10` : '8.0/10',
-      target12Month: correctedRating > 0 ? `${Math.min(correctedRating + 1.0, 10).toFixed(1)}/10` : '9.0/10',
+      current: guCorrected > 0 ? `${guCorrected}/10` : '-',
+      target3Month: guCorrected > 0 ? `${Math.min(guCorrected + 0.5, 10).toFixed(1)}/10` : '8.0/10',
+      target12Month: guCorrected > 0 ? `${Math.min(guCorrected + 1.0, 10).toFixed(1)}/10` : '9.0/10',
     });
-    if (channels.gangnamUnni.reviews) {
+    if (guReviews > 0) {
       metrics.push({
         metric: '강남언니 리뷰 수',
-        current: fmt(channels.gangnamUnni.reviews as number),
-        target3Month: fmt(Math.round((channels.gangnamUnni.reviews as number) * 1.15)),
-        target12Month: fmt(Math.round((channels.gangnamUnni.reviews as number) * 1.5)),
+        current: fmt(guReviews),
+        target3Month: fmt(Math.round(guReviews * 1.15)),
+        target12Month: fmt(Math.round(guReviews * 1.5)),
       });
     }
   }