diff --git a/internal/collector/redfish.go b/internal/collector/redfish.go
index f26c0f5..9d02589 100644
--- a/internal/collector/redfish.go
+++ b/internal/collector/redfish.go
@@ -444,6 +444,9 @@ func (c *RedfishConnector) collectGPUs(ctx context.Context, client *http.Client,
 
 			gpu := parseGPU(doc, functionDocs, idx)
 			idx++
+			if shouldSkipGenericGPUDuplicate(out, gpu) {
+				continue
+			}
 
 			key := gpuDedupKey(gpu)
 			if key == "" {
@@ -2034,6 +2037,39 @@ func gpuDedupKey(gpu models.GPU) string {
 	return firstNonEmpty(strings.TrimSpace(gpu.Slot)+"|"+strings.TrimSpace(gpu.Model), strings.TrimSpace(gpu.Slot))
 }
 
+func shouldSkipGenericGPUDuplicate(existing []models.GPU, candidate models.GPU) bool {
+	if len(existing) == 0 {
+		return false
+	}
+	if normalizeRedfishIdentityField(candidate.SerialNumber) != "" || strings.TrimSpace(candidate.BDF) != "" {
+		return false
+	}
+	slot := strings.TrimSpace(candidate.Slot)
+	model := strings.TrimSpace(candidate.Model)
+	if slot == "" || model == "" {
+		return false
+	}
+
+	// Typical GraphicsControllers fallback on some BMCs reports only model/name
+	// as slot and lacks stable identifiers. If we already have concrete GPUs of the
+	// same model/manufacturer from PCIe inventory, this candidate is a duplicate.
+	if !strings.EqualFold(slot, model) {
+		return false
+	}
+	for _, gpu := range existing {
+		if !strings.EqualFold(strings.TrimSpace(gpu.Model), model) {
+			continue
+		}
+		if !strings.EqualFold(strings.TrimSpace(gpu.Manufacturer), strings.TrimSpace(candidate.Manufacturer)) {
+			continue
+		}
+		if normalizeRedfishIdentityField(gpu.SerialNumber) != "" || strings.TrimSpace(gpu.BDF) != "" {
+			return true
+		}
+	}
+	return false
+}
+
 func looksLikeGPU(doc map[string]interface{}, functionDocs []map[string]interface{}) bool {
 	deviceType := strings.ToLower(asString(doc["DeviceType"]))
 	if strings.Contains(deviceType, "gpu") || strings.Contains(deviceType, "graphics") || strings.Contains(deviceType, "accelerator") {
diff --git a/internal/collector/redfish_replay.go b/internal/collector/redfish_replay.go
index 57792b4..61c783e 100644
--- a/internal/collector/redfish_replay.go
+++ b/internal/collector/redfish_replay.go
@@ -904,6 +904,9 @@ func (r redfishSnapshotReader) collectGPUs(systemPaths, chassisPaths []string) [
 			}
 			gpu := parseGPU(doc, functionDocs, idx)
 			idx++
+			if shouldSkipGenericGPUDuplicate(out, gpu) {
+				continue
+			}
 			key := gpuDedupKey(gpu)
 			if key == "" {
 				continue
diff --git a/internal/collector/redfish_test.go b/internal/collector/redfish_test.go
index a535f29..17e10a9 100644
--- a/internal/collector/redfish_test.go
+++ b/internal/collector/redfish_test.go
@@ -644,3 +644,50 @@ func TestReplayRedfishFromRawPayloads_AddsMissingServerModelWarning(t *testing.T
 		t.Fatalf("expected collection warning event about missing server model")
 	}
 }
+
+func TestReplayCollectGPUs_SkipsModelOnlyDuplicateFromGraphicsControllers(t *testing.T) {
+	r := redfishSnapshotReader{tree: map[string]interface{}{
+		"/redfish/v1/Systems/1/PCIeDevices": map[string]interface{}{
+			"Members": []interface{}{
+				map[string]interface{}{"@odata.id": "/redfish/v1/Systems/1/PCIeDevices/3"},
+				map[string]interface{}{"@odata.id": "/redfish/v1/Systems/1/PCIeDevices/9"},
+			},
+		},
+		"/redfish/v1/Systems/1/PCIeDevices/3": map[string]interface{}{
+			"Id":           "3",
+			"Name":         "PCIeCard3",
+			"Model":        "H200-SXM5-141G",
+			"Manufacturer": "NVIDIA",
+			"SerialNumber": "1654225094493",
+		},
+		"/redfish/v1/Systems/1/PCIeDevices/9": map[string]interface{}{
+			"Id":           "9",
+			"Name":         "PCIeCard9",
+			"Model":        "H200-SXM5-141G",
+			"Manufacturer": "NVIDIA",
+			"SerialNumber": "1654425002635",
+		},
+		"/redfish/v1/Systems/1/GraphicsControllers": map[string]interface{}{
+			"Members": []interface{}{
+				map[string]interface{}{"@odata.id": "/redfish/v1/Systems/1/GraphicsControllers/GPU0"},
+			},
+		},
+		"/redfish/v1/Systems/1/GraphicsControllers/GPU0": map[string]interface{}{
+			"Id":           "GPU0",
+			"Name":         "H200-SXM5-141G",
+			"Model":        "H200-SXM5-141G",
+			"Manufacturer": "NVIDIA",
+			"SerialNumber": "N/A",
+		},
+	}}
+
+	got := r.collectGPUs([]string{"/redfish/v1/Systems/1"}, nil)
+	if len(got) != 2 {
+		t.Fatalf("expected 2 GPUs without generic duplicate, got %d", len(got))
+	}
+	for _, gpu := range got {
+		if gpu.Slot == "H200-SXM5-141G" {
+			t.Fatalf("unexpected model-only duplicate GPU row")
+		}
+	}
+}