diff --git a/server/app/goauto/shopeeproduct/ai_suggest.go b/server/app/goauto/shopeeproduct/ai_suggest.go
index f14ff21..9f999fe 100644
--- a/server/app/goauto/shopeeproduct/ai_suggest.go
+++ b/server/app/goauto/shopeeproduct/ai_suggest.go
@@ -131,6 +131,12 @@ func (service *Service) suggestMappings(ctx context.Context, id uint64, requestC
 				item.Reason = "保留已确认映射"
 				item.Apply = true
 				response.MatchedCount++
+			case role == RoleColor && deterministicColorMatch(value.Name, candidateNames) != "":
+				item.PDDValue = deterministicColorMatch(value.Name, candidateNames)
+				item.Status = "matched"
+				item.Reason = "格式统一后唯一匹配"
+				item.Apply = true
+				response.MatchedCount++
 			case role == RoleSize && deterministicSizeMatch(value.Name, candidateNames) != "":
 				item.PDDValue = deterministicSizeMatch(value.Name, candidateNames)
 				item.Status = "matched"
@@ -237,6 +243,15 @@ func deterministicSizeMatch(value string, candidates []string) string {
 	return match.MappedSize
 }
 
+// Keep the original candidate label; normalization is only a comparison key.
+func deterministicColorMatch(value string, candidates []string) string {
+	match, ok := aimatching.DeterministicMatch(aimatching.MatchRequest{TargetColor: value, Colors: candidates})
+	if !ok {
+		return ""
+	}
+	return match.MappedColor
+}
+
 // aiSuggestErrorMessage turns an aimatching error into a message safe to
 // return to the admin UI (no credential, no raw provider body).
 func aiSuggestErrorMessage(err error) string {
diff --git a/server/app/goauto/shopeeproduct/color_normalized_test.go b/server/app/goauto/shopeeproduct/color_normalized_test.go
new file mode 100644
index 0000000..1373e5d
--- /dev/null
+++ b/server/app/goauto/shopeeproduct/color_normalized_test.go
@@ -0,0 +1,100 @@
+package shopeeproduct
+
+import (
+	"context"
+	"testing"
+
+	"github.com/google/uuid"
+	"go-admin/app/goauto/models"
+)
+
+func TestColorNormalizedMatchWithoutAIKeepsOriginalLabels(t *testing.T) {
+	db := openTestDB(t)
+	pdd := seedPDDProduct(t, db, "active")
+	pdd.SpecsJSON = `[{"name":"颜色","role":"color","values":[{"name":"260#大红","selectable":true},{"name":"260#墨绿","selectable":true},{"name":"AbC黑色","selectable":true}]}]`
+	if err := db.Save(&pdd).Error; err != nil {
+		t.Fatal(err)
+	}
+	service := NewService(db)
+	sources := []string{"260#大紅", "260#墨綠", "ａｂｃ 黑色"}
+	targets := []string{"260#大红", "260#墨绿", "AbC黑色"}
+	values := []SpecValue{}
+	for _, name := range sources {
+		values = append(values, SpecValue{Name: name, Source: ValueSourceImport})
+	}
+	created, err := service.Create(context.Background(), CreateRequest{RequestID: uuid.NewString(), ShopeeItemID: "normalized-color", PDDProductID: &pdd.ID, Specs: []SpecDimension{{Name: "颜色", Role: RoleColor, Values: values}}})
+	if err != nil {
+		t.Fatal(err)
+	}
+	preview, err := service.SuggestColorMappings(context.Background(), created.Product.ID, created.Product.SpecContextVersion)
+	if err != nil {
+		t.Fatalf("exact colors must not require AI: %v", err)
+	}
+	for i, item := range preview.Items {
+		if item.Status != "matched" || !item.Apply || item.ValueName != sources[i] || item.PDDValue != targets[i] {
+			t.Fatalf("unexpected preview: %+v", item)
+		}
+	}
+	if len(preview.Items) != 3 || preview.MatchedCount != 3 {
+		t.Fatal("missing exact matches")
+	}
+	var stored models.ShopeeProduct
+	if err := db.First(&stored, created.Product.ID).Error; err != nil {
+		t.Fatal(err)
+	}
+	specs, err := Unmarshal(stored.SpecsJSON)
+	if err != nil {
+		t.Fatal(err)
+	}
+	for _, value := range specs[0].Values {
+		if value.Mapping != nil {
+			t.Fatal("preview wrote mappings")
+		}
+	}
+	result, err := service.AutoMatchMappings(context.Background(), created.Product.ID, AutoMatchRequest{RequestID: uuid.NewString(), SpecContextVersion: created.Product.SpecContextVersion})
+	if err != nil {
+		t.Fatal(err)
+	}
+	if result.ConfirmedCount != 3 || result.UnmatchedCount != 0 {
+		t.Fatalf("unexpected counts: %+v", result)
+	}
+	for i, value := range result.Product.Specs[0].Values {
+		m := value.Mapping
+		if value.Name != sources[i] || m == nil || m.PDDValue != targets[i] || m.Source != MappingSourceExactMatch || m.Status != MappingStatusConfirmed {
+			t.Fatalf("incorrect persisted mapping: %+v", value)
+		}
+	}
+	var after models.PDDProduct
+	if err := db.First(&after, pdd.ID).Error; err != nil {
+		t.Fatal(err)
+	}
+	if after.SpecsJSON != pdd.SpecsJSON {
+		t.Fatal("changed original PDD specs")
+	}
+}
+
+func TestColorNormalizedAmbiguityAndUnavailableStillRequireAI(t *testing.T) {
+	for _, tc := range []struct{ name, source, specs string }{
+		{"ambiguous", "大紅", `[{"name":"颜色","role":"color","values":[{"name":"大红","selectable":true},{"name":"大紅","selectable":true}]}]`},
+		{"unavailable", "大紅", `[{"name":"颜色","role":"color","values":[{"name":"大红","selectable":false},{"name":"黑色","selectable":true}]}]`},
+		{"unmatched", "深紅", `[{"name":"颜色","role":"color","values":[{"name":"大红","selectable":true}]}]`},
+	} {
+		t.Run(tc.name, func(t *testing.T) {
+			db := openTestDB(t)
+			pdd := seedPDDProduct(t, db, "active")
+			pdd.SpecsJSON = tc.specs
+			if err := db.Save(&pdd).Error; err != nil {
+				t.Fatal(err)
+			}
+			service := NewService(db)
+			created, err := service.Create(context.Background(), CreateRequest{RequestID: uuid.NewString(), ShopeeItemID: tc.name, PDDProductID: &pdd.ID, Specs: []SpecDimension{{Name: "颜色", Role: RoleColor, Values: []SpecValue{{Name: tc.source, Source: ValueSourceImport}}}}})
+			if err != nil {
+				t.Fatal(err)
+			}
+			_, err = service.SuggestColorMappings(context.Background(), created.Product.ID, created.Product.SpecContextVersion)
+			if err == nil || errCode(t, err) != CodeAIUnavailable {
+				t.Fatalf("must fall back to AI, not guess: %v", err)
+			}
+		})
+	}
+}