diff --git a/routes/ai_routes.py b/routes/ai_routes.py
index 68f7b05..58bfc8f 100644
--- a/routes/ai_routes.py
+++ b/routes/ai_routes.py
@@ -2210,6 +2210,10 @@ def _build_pchome_backfill_coverage_payload():
             'decision_support_non_exact_count': int(coverage.get('decision_support_non_exact_count') or 0),
             'catalog_comparable_count': int(coverage.get('catalog_comparable_count') or 0),
             'catalog_comparable_rate': float(coverage.get('catalog_comparable_rate') or 0),
+            'catalog_variant_review_count': int(coverage.get('catalog_variant_review_count') or 0),
+            'catalog_unit_review_count': int(coverage.get('catalog_unit_review_count') or 0),
+            'catalog_identity_review_count': int(coverage.get('catalog_identity_review_count') or 0),
+            'catalog_review_plan': coverage.get('catalog_review_plan') or {},
             'stale_matches': int(coverage.get('stale_matches') or 0),
             'pending': int(coverage.get('pending') or 0),
             'actionable_review_count': int(coverage.get('actionable_review_count') or 0),
@@ -2268,6 +2272,21 @@ def _build_pchome_operation_backlog(coverage, revalidation_preview, stale_recove
             'count': int((coverage or {}).get('unit_comparable_count') or 0),
             'endpoint': '/vendor-stockout/list?review_status=unit_comparable',
         },
+        'catalog_variant_review': {
+            'label': '型錄選項待核',
+            'count': int((coverage or {}).get('catalog_variant_review_count') or 0),
+            'endpoint': '/vendor-stockout/list?review_status=catalog_variant_review',
+        },
+        'catalog_unit_review': {
+            'label': '型錄入數待核',
+            'count': int((coverage or {}).get('catalog_unit_review_count') or 0),
+            'endpoint': '/vendor-stockout/list?review_status=catalog_unit_review',
+        },
+        'catalog_identity_review': {
+            'label': '型錄身份待核',
+            'count': int((coverage or {}).get('catalog_identity_review_count') or 0),
+            'endpoint': '/vendor-stockout/list?review_status=catalog_identity_review',
+        },
         'stale_search_recovery_preview': {
             'label': '過期 identity 搜尋救援預覽',
             'count': int((stale_recovery_preview or {}).get('candidate_count') or 0),
diff --git a/tests/test_frontend_v2_assets.py b/tests/test_frontend_v2_assets.py
index 972617f..321259e 100644
--- a/tests/test_frontend_v2_assets.py
+++ b/tests/test_frontend_v2_assets.py
@@ -539,11 +539,18 @@ def test_ai_product_pick_agent_uses_real_competitor_data_and_dashboard_action():
     assert "_build_pchome_revalidation_preview_payload" in route_source
     assert "_build_pchome_stale_recovery_preview_payload" in route_source
     assert "fetch_competitor_coverage" in route_source
+    assert "'catalog_variant_review_count': int(coverage.get('catalog_variant_review_count') or 0)" in route_source
+    assert "'catalog_unit_review_count': int(coverage.get('catalog_unit_review_count') or 0)" in route_source
+    assert "'catalog_identity_review_count': int(coverage.get('catalog_identity_review_count') or 0)" in route_source
+    assert "'catalog_review_plan': coverage.get('catalog_review_plan') or {}" in route_source
     assert "preview_retryable_candidate_revalidation" in route_source
     assert "preview_expired_identity_recovery" in route_source
     assert "revalidation_preview" in route_source
     assert "stale_recovery_preview" in route_source
     assert "_build_pchome_operation_backlog" in route_source
+    assert "'catalog_variant_review': {" in route_source
+    assert "'catalog_unit_review': {" in route_source
+    assert "'catalog_identity_review': {" in route_source
     assert "_pick_pchome_recommended_next_action" in route_source
     assert "'operation_backlog': operation_backlog" in route_source
     assert "'recommended_next_action': _pick_pchome_recommended_next_action(operation_backlog)" in route_source