diff --git a/crates/legolas-cli/src/reporters/sarif.rs b/crates/legolas-cli/src/reporters/sarif.rs
index 8a11dd4..bd983e5 100644
--- a/crates/legolas-cli/src/reporters/sarif.rs
+++ b/crates/legolas-cli/src/reporters/sarif.rs
@@ -165,13 +165,13 @@ fn duplicate_package_record(
         &item.finding,
         match language {
             ReportLanguage::Ko => format!(
-                "{} 중복 버전 {} (정리 가능 {} KB)",
+                "{} 중복 버전 {} (방향성 정리 후보 {} KB)",
                 item.name,
                 item.versions.join(", "),
                 item.estimated_extra_kb
             ),
             ReportLanguage::En => format!(
-                "{} duplicated across {} ({} KB avoidable)",
+                "{} duplicated across {} ({} KB duplicate dependency pressure)",
                 item.name,
                 item.versions.join(", "),
                 item.estimated_extra_kb
diff --git a/crates/legolas-cli/src/reporters/text.rs b/crates/legolas-cli/src/reporters/text.rs
index 9a69109..d556948 100644
--- a/crates/legolas-cli/src/reporters/text.rs
+++ b/crates/legolas-cli/src/reporters/text.rs
@@ -1287,7 +1287,7 @@ fn duplicate_scope_summary_ko(scope: DuplicateImpactScope) -> &'static str {
 
 fn duplicate_scope_summary_en(scope: DuplicateImpactScope) -> &'static str {
     match scope {
-        DuplicateImpactScope::ProductionLikely => "initial payload candidate",
+        DuplicateImpactScope::ProductionLikely => "directional initial payload cleanup candidate",
         DuplicateImpactScope::DevOnly => {
             "development/test dependency duplication, dependency hygiene"
         }
@@ -1305,8 +1305,13 @@ fn duplicate_context_headline(
             duplicate.name,
             duplicate.versions.join(", ")
         ),
-        (ReportLanguage::Ko, _) => format!(
-            "{} 버전 중복 정리 ({})",
+        (ReportLanguage::Ko, DuplicateImpactScope::ProductionLikely) => format!(
+            "{} 방향성 중복 정리 후보 ({})",
+            duplicate.name,
+            duplicate.versions.join(", ")
+        ),
+        (ReportLanguage::Ko, DuplicateImpactScope::Unknown) => format!(
+            "{} 방향성 중복 정리 검토 ({})",
             duplicate.name,
             duplicate.versions.join(", ")
         ),
@@ -1315,8 +1320,13 @@ fn duplicate_context_headline(
             duplicate.name,
             duplicate.versions.join(", ")
         ),
-        (ReportLanguage::En, _) => format!(
-            "Deduplicate {} versions ({})",
+        (ReportLanguage::En, DuplicateImpactScope::ProductionLikely) => format!(
+            "Review {} duplicate dependency pressure ({})",
+            duplicate.name,
+            duplicate.versions.join(", ")
+        ),
+        (ReportLanguage::En, DuplicateImpactScope::Unknown) => format!(
+            "Review {} directional duplicate cleanup ({})",
             duplicate.name,
             duplicate.versions.join(", ")
         ),
@@ -1347,7 +1357,7 @@ fn duplicate_action_headline(
             duplicate.estimated_extra_kb
         ),
         (ReportLanguage::En, _) => format!(
-            "Deduplicate {} versions ({}) to recover roughly {} KB.",
+            "Review {} duplicate versions ({}) as a directional cleanup candidate for roughly {} KB of dependency pressure.",
             duplicate.name,
             duplicate.versions.join(", "),
             duplicate.estimated_extra_kb
diff --git a/crates/legolas-cli/tests/sarif_contract.rs b/crates/legolas-cli/tests/sarif_contract.rs
index 77fb7db..83f9770 100644
--- a/crates/legolas-cli/tests/sarif_contract.rs
+++ b/crates/legolas-cli/tests/sarif_contract.rs
@@ -105,6 +105,10 @@ fn scan_sarif_preserves_rule_ids_locations_and_metadata() {
         .iter()
         .find(|result| result["ruleId"] == "duplicate-package:lodash")
         .expect("duplicate result");
+    assert_eq!(
+        duplicate["message"]["text"],
+        json!("lodash 중복 버전 4.17.20, 4.17.21 (방향성 정리 후보 18 KB)")
+    );
     assert!(duplicate.get("locations").is_none());
     assert_eq!(
         duplicate["properties"]["analysisSource"],
@@ -116,6 +120,27 @@ fn scan_sarif_preserves_rule_ids_locations_and_metadata() {
         duplicate["properties"]["recommendedFix"]["kind"],
         json!("dedupe-package")
     );
+    let duplicate_property_keys = duplicate["properties"]
+        .as_object()
+        .expect("duplicate properties")
+        .keys()
+        .cloned()
+        .collect::<BTreeSet<_>>();
+    assert_eq!(
+        duplicate_property_keys,
+        BTreeSet::from([
+            "actionPriority".to_string(),
+            "analysisSource".to_string(),
+            "confidence".to_string(),
+            "count".to_string(),
+            "estimatedExtraKb".to_string(),
+            "evidence".to_string(),
+            "name".to_string(),
+            "origins".to_string(),
+            "recommendedFix".to_string(),
+            "versions".to_string(),
+        ])
+    );
 }
 
 #[test]
@@ -164,6 +189,21 @@ fn scan_sarif_language_flag_changes_human_text_not_rule_ids() {
         chart_js_rule["shortDescription"]["text"],
         json!("Review chart.js upfront bundle weight")
     );
+
+    let duplicate = en_results
+        .iter()
+        .find(|result| result["ruleId"] == "duplicate-package:lodash")
+        .expect("duplicate result");
+    let duplicate_message = duplicate["message"]["text"]
+        .as_str()
+        .expect("duplicate message");
+    assert_eq!(
+        duplicate_message,
+        "lodash duplicated across 4.17.20, 4.17.21 (18 KB duplicate dependency pressure)"
+    );
+    assert!(!duplicate_message.contains("avoidable"));
+    assert!(!duplicate_message.contains("payload"));
+    assert!(!duplicate_message.contains("savings"));
 }
 
 #[test]
diff --git a/crates/legolas-cli/tests/text_report_parity.rs b/crates/legolas-cli/tests/text_report_parity.rs
index c9ba693..8f0fdef 100644
--- a/crates/legolas-cli/tests/text_report_parity.rs
+++ b/crates/legolas-cli/tests/text_report_parity.rs
@@ -403,7 +403,7 @@ fn english_scan_report_renders_dev_only_duplicates_as_dependency_hygiene() {
 }
 
 #[test]
-fn scan_report_confirms_production_likely_duplicate_savings_without_other_findings() {
+fn scan_report_frames_production_likely_duplicate_pressure_as_directional() {
     let mut analysis = base_analysis("production-duplicate-app");
     analysis.duplicate_packages = vec![DuplicatePackage {
         name: "lodash".to_string(),
@@ -427,7 +427,11 @@ fn scan_report_confirms_production_likely_duplicate_savings_without_other_findin
     assert!(ko_report.contains("초기 페이로드 절감 후보"));
     assert!(en_report.contains("Confirmed initial payload savings: not confirmed"));
     assert!(!en_report.contains("Confirmed initial payload savings: ~48 KB"));
-    assert!(en_report.contains("initial payload candidate"));
+    assert!(en_report.contains("directional initial payload cleanup candidate"));
+    assert!(en_report.contains(
+        "Review lodash duplicate dependency pressure (4.17.20, 4.17.21) [medium | high confidence | ~48 KB]"
+    ));
+    assert!(!en_report.contains("to recover roughly 48 KB"));
 }
 
 #[test]