diff --git a/controller/kling_aiping_native.go b/controller/kling_aiping_native.go
index ebc62ad..50fda77 100644
--- a/controller/kling_aiping_native.go
+++ b/controller/kling_aiping_native.go
@@ -80,11 +80,37 @@ func configureKlingAipingTaskRelayInfo(c *gin.Context, relayInfo *relaycommon.Re
 	relaycommon.StoreTaskRequest(c, relayInfo, route.Action, relaycommon.TaskSubmitReq{
 		Model:    modelName,
 		Prompt:   stringFromMap(payload, "prompt"),
-		Seconds:  fmt.Sprint(payload["seconds"]),
+		Duration: durationFromMap(payload),
 		Metadata: payload,
 	})
 }
 
+func durationFromMap(m map[string]any) int {
+	for _, key := range []string{"duration", "seconds"} {
+		if duration, ok := intFromMapValue(m[key]); ok {
+			return duration
+		}
+	}
+	return 0
+}
+
+func intFromMapValue(value any) (int, bool) {
+	switch v := value.(type) {
+	case int:
+		return v, true
+	case int64:
+		return int(v), true
+	case float64:
+		return int(v), true
+	case string:
+		duration, err := strconv.Atoi(strings.TrimSpace(v))
+		if err == nil {
+			return duration, true
+		}
+	}
+	return 0, false
+}
+
 func KlingAipingNativeTaskFetch(c *gin.Context) {
 	route, ok := klingaiping.FindRoute(c.Request.Method, c.FullPath(), klingaiping.RouteKindFetch)
 	if !ok {
diff --git a/controller/kling_aiping_native_test.go b/controller/kling_aiping_native_test.go
index 9096534..6e29116 100644
--- a/controller/kling_aiping_native_test.go
+++ b/controller/kling_aiping_native_test.go
@@ -83,6 +83,22 @@ func TestConfigureKlingAipingTaskRelayInfoForcesChannelSelection(t *testing.T) {
 	require.Nil(t, info.LockedChannel)
 }
 
+func TestConfigureKlingAipingTaskRelayInfoStoresDuration(t *testing.T) {
+	c := newControllerJSONContext(t, "/v1/videos/text2video", `{"model_name":"Kling-V2.6","prompt":"prompt","duration":5}`)
+	payload, err := readJSONPayload(c)
+	require.NoError(t, err)
+	route, ok := klingaiping.FindRoute(http.MethodPost, "/v1/videos/text2video", klingaiping.RouteKindSubmit)
+	require.True(t, ok)
+	info := &relaycommon.RelayInfo{TaskRelayInfo: &relaycommon.TaskRelayInfo{}}
+
+	configureKlingAipingTaskRelayInfo(c, info, route, payload)
+
+	stored, err := relaycommon.GetTaskRequest(c)
+	require.NoError(t, err)
+	require.Equal(t, 5, stored.Duration)
+	require.Empty(t, stored.Seconds)
+}
+
 func TestRequiredTaskChannelTypeOnlyMatchesKlingAipingNativePaths(t *testing.T) {
 	c := newControllerJSONContext(t, "/v1/videos/text2video", `{}`)
 	c.Request.URL.Path = "/v1/videos/text2video"
diff --git a/controller/model_meta.go b/controller/model_meta.go
index fd36264..83e758c 100644
--- a/controller/model_meta.go
+++ b/controller/model_meta.go
@@ -97,6 +97,10 @@ func CreateModelMeta(c *gin.Context) {
 		return
 	}
 
+	if strings.TrimSpace(m.Endpoints) == "" {
+		m.Endpoints = `["openai"]`
+	}
+
 	if err := m.Insert(); err != nil {
 		common.ApiError(c, err)
 		return
@@ -135,6 +139,10 @@ func UpdateModelMeta(c *gin.Context) {
 			return
 		}
 
+		if strings.TrimSpace(m.Endpoints) == "" {
+			m.Endpoints = `["openai"]`
+		}
+
 		if err := m.Update(); err != nil {
 			common.ApiError(c, err)
 			return
diff --git a/controller/model_meta_test.go b/controller/model_meta_test.go
new file mode 100644
index 0000000..b0aa52a
--- /dev/null
+++ b/controller/model_meta_test.go
@@ -0,0 +1,89 @@
+package controller
+
+import (
+	"bytes"
+	"net/http"
+	"net/http/httptest"
+	"strconv"
+	"testing"
+
+	"github.com/QuantumNous/new-api/common"
+	"github.com/QuantumNous/new-api/model"
+	"github.com/gin-gonic/gin"
+	"github.com/glebarez/sqlite"
+	"github.com/stretchr/testify/require"
+	"gorm.io/gorm"
+)
+
+func setupModelMetaTestDB(t *testing.T) {
+	t.Helper()
+	db, err := gorm.Open(sqlite.Open(":memory:"), &gorm.Config{})
+	require.NoError(t, err)
+	require.NoError(t, db.AutoMigrate(&model.Model{}))
+
+	origDB := model.DB
+	model.DB = db
+	t.Cleanup(func() {
+		model.RefreshPricing()
+		model.DB = origDB
+	})
+}
+
+func TestCreateModelMetaDefaultsEmptyEndpointsToOpenAI(t *testing.T) {
+	setupModelMetaTestDB(t)
+	gin.SetMode(gin.TestMode)
+	r := gin.New()
+	r.POST("/api/models/", CreateModelMeta)
+
+	req := httptest.NewRequest(
+		http.MethodPost,
+		"/api/models/",
+		bytes.NewBufferString(`{"model_name":"custom-chat-model"}`),
+	)
+	req.Header.Set("Content-Type", "application/json")
+	w := httptest.NewRecorder()
+
+	r.ServeHTTP(w, req)
+
+	require.Equal(t, http.StatusOK, w.Code)
+	var resp map[string]any
+	require.NoError(t, common.Unmarshal(w.Body.Bytes(), &resp))
+	require.True(t, resp["success"].(bool))
+
+	var saved model.Model
+	require.NoError(t, model.DB.Where("model_name = ?", "custom-chat-model").First(&saved).Error)
+	require.Equal(t, `["openai"]`, saved.Endpoints)
+}
+
+func TestUpdateModelMetaDefaultsEmptyEndpointsToOpenAI(t *testing.T) {
+	setupModelMetaTestDB(t)
+	gin.SetMode(gin.TestMode)
+	existing := &model.Model{
+		ModelName: "custom-chat-model",
+		Endpoints: `{"anthropic":{"path":"/v1/messages","method":"POST"}}`,
+		Status:    1,
+	}
+	require.NoError(t, existing.Insert())
+
+	r := gin.New()
+	r.PUT("/api/models/", UpdateModelMeta)
+
+	req := httptest.NewRequest(
+		http.MethodPut,
+		"/api/models/",
+		bytes.NewBufferString(`{"id":`+strconv.Itoa(existing.Id)+`,"model_name":"custom-chat-model","endpoints":"","status":1}`),
+	)
+	req.Header.Set("Content-Type", "application/json")
+	w := httptest.NewRecorder()
+
+	r.ServeHTTP(w, req)
+
+	require.Equal(t, http.StatusOK, w.Code)
+	var resp map[string]any
+	require.NoError(t, common.Unmarshal(w.Body.Bytes(), &resp))
+	require.True(t, resp["success"].(bool))
+
+	var saved model.Model
+	require.NoError(t, model.DB.First(&saved, existing.Id).Error)
+	require.Equal(t, `["openai"]`, saved.Endpoints)
+}
diff --git a/docs/seedance-aiping-cn-tasks.md b/docs/seedance-aiping-cn-tasks.md
new file mode 100644
index 0000000..369d607
--- /dev/null
+++ b/docs/seedance-aiping-cn-tasks.md
@@ -0,0 +1,89 @@
+# CN 线上 Seedance 任务 — Aiping 上游返回数据
+
+> 数据来源：CN 服务器 `root@123.57.74.135`，MySQL 容器 `ov-mysql`，数据库 `new-api`，表 `tasks`
+> 查询时间：2026-07-06
+
+## 任务完整参数
+
+| # | task_id | 模型 | aiping_id | 上游 task_id | Total Tokens | 分辨率 | 时长 | 比例 | FPS | Seed | Audio | Tier |
+|---|---------|------|-----------|-------------|:-----------:|:-----:|:---:|:----:|:---:|:----:|:-----:|:----:|
+| 1 | `task_iIyaivFD1nn0h3pO9BvWVb5Z3csNzcj4` | Seedance-2.0 | `ee43bb3f-af2f-4c22-a7e2-cfbf6ff2da01` | `cgt-20260623152942-bvb94` | 108,900 | 720p | 5s | 16:9 | 24 | 23651 | ✅ | default |
+| 2 | `task_8jNrKcgTSKZPjrs2uLhnYNk7WhHxnQW8` | Seedance-2.0 | `daf418a3-32b6-4083-afe9-4dd958396c59` | `cgt-20260623152943-vf5vd` | **245,025** | **1080p** | 5s | 16:9 | 24 | 36954 | ✅ | default |
+| 3 | `task_2a0nxUWALYZuRndTcAQ9XS2alTQ2AeFX` | Seedance-2.0 | `ee91adc3-445f-4359-b5c7-7cd6b482e88d` | `cgt-20260623152943-f4nqx` | **50,638** | **480p** | 5s | 16:9 | 24 | 8813 | ✅ | default |
+| 4 | `task_b1LIHZ6qLjkzZYsxFLcTbVA1rPWKgqDe` | Seedance-2.0-fast | `19cd2e2f-b1fd-4b6d-b2b8-cc21757bb61c` | `cgt-20260623152944-jtbq5` | 108,900 | 720p | 5s | **9:16** | 24 | 6689 | ✅ | default |
+| 5 | `task_lonxGyh9CCLzbr6PU4XTdC3mYjq3aErx` | Seedance-2.0 | `947033ed-0b6d-4eb3-a48e-f80648e98c37` | `cgt-20260623153543-glrq7` | 108,900 | 720p | 5s | 16:9 | 24 | 65323 | ✅ | default |
+| 6 | `task_6IpuBtvZuaLBsHwQcR1tGCncw5rHu2Et` | Seedance-2.0 | `1daf3f8d-d718-4990-bc19-f917457cfdeb` | `cgt-20260623153741-4h5r5` | 108,900 | 720p | 5s | 16:9 | 24 | 4233 | ✅ | default |
+| 7 | `task_paCqHNnxqjl5fLlHjptD8cjS1TXNrE7K` | Seedance-2.0 | `b7ee658f-acac-433d-897d-5c9ed55ef402` | `cgt-20260624142609-vnwrl` | 108,900 | 720p | 5s | 16:9 | 24 | 78491 | ❌ | default |
+| 8 | `task_UGMvicub7MIJSGHIYJ38o2T2Z8ULPyIJ` | Seedance-2.0 | `3828ab25-4ca1-4dd5-bc22-58bbfd723ae4` | `cgt-20260624142609-wt27b` | 108,900 | 720p | 5s | 16:9 | 24 | 62735 | ✅ | default |
+| 9 | `task_jLgr8WpFOS1R8vxXPgYPQAZjMYypG683` | Seedance-2.0-fast | `fda11914-bbce-4937-b601-5a5ac082c05d` | `cgt-20260624142610-j98vj` | 108,900 | 720p | 5s | 16:9 | 24 | 25865 | ❌ | default |
+| 10 | `task_XvJL39JVdEFT28DMcNyAUWoKzOGOtohj` | Seedance-2.0-fast | `0a476ef1-d4de-4364-8050-03261a890c23` | `cgt-20260624142611-kswz9` | 108,900 | 720p | 5s | 16:9 | 24 | 93047 | ✅ | default |
+| 11 | `task_LRvXoCyhbjytg7nVqxi8SHVtjy14ICdU` | Seedance-2.0 | `5e1a7048-d88a-44ea-bba8-a6e0466eaa4a` | `cgt-20260624151204-l95pj` | 108,900 | 720p | 5s | 16:9 | 24 | 97198 | ❌ | default |
+| 12 | `task_dDYpwuJr5GsjfHv1bCPSU2ep2QP6Oxwv` | Seedance-2.0-fast | `58ea6453-30d8-484d-a1ec-f223012a1cb2` | `cgt-20260625112024-dd74d` | 108,900 | 720p | 5s | 16:9 | 24 | 48027 | ❌ | default |
+
+## 统计分布
+
+### 模型分布
+
+| 模型 | 数量 | 占比 |
+|------|:---:|:---:|
+| Doubao-Seedance-2.0 | 8 | 66.7% |
+| Doubao-Seedance-2.0-fast | 4 | 33.3% |
+
+### 分辨率分布
+
+| 分辨率 | 数量 |
+|--------|:---:|
+| 480p | 1 |
+| 720p | 10 |
+| 1080p | 1 |
+
+### Token 与分辨率关系
+
+| 分辨率 | Total Tokens | 倍数 (vs 720p) |
+|--------|:-----------:|:--------------:|
+| 480p | 50,638 | ~0.46× |
+| 720p | 108,900 | 1× (基准) |
+| 1080p | 245,025 | ~2.25× |
+
+### 其他参数
+
+| 参数 | 分布 |
+|------|------|
+| 时长 | 全部 5s |
+| 比例 | 16:9: 11 / 9:16: 1（竖屏） |
+| FPS | 全部 24 |
+| Audio | ✅ 生成: 8 / ❌ 不生成: 4 |
+| Tier | 全部 default |
+
+## 上游响应示例（task #1）
+
+```json
+{
+    "aiping_id": "ee43bb3f-af2f-4c22-a7e2-cfbf6ff2da01",
+    "id": "cgt-20260623152942-bvb94",
+    "model": "doubao-seedance-2-0-260128",
+    "status": "succeeded",
+    "content": {
+        "video_url": "https://ark-acg-cn-beijing.tos-cn-beijing.volces.com/..."
+    },
+    "duration": 5,
+    "resolution": "720p",
+    "ratio": "16:9",
+    "seed": 23651,
+    "framespersecond": 24,
+    "service_tier": "default",
+    "generate_audio": true,
+    "execution_expires_after": 172800,
+    "usage": {
+        "total_tokens": 108900,
+        "completion_tokens": 108900
+    }
+}
+```
+
+## 关键发现
+
+1. **aiping_id**：上游返回的 UUID 格式标识符，被 `doubao_aiping/adaptor.go:178` 在返给客户端前删除，仅保存在 `tasks.data` 中
+2. **上游 task_id**：`cgt-{YYYYMMDDHHmmss}-{5位随机}` 格式
+3. **计费维度**：`total_tokens` 严格按分辨率变化 — 720p=108,900 是基准，480p 约减半，1080p 约翻 2.25 倍
+4. **模型名映射**：上游返回原始名 `doubao-seedance-2-0-260128`，properties 中存储展示名 `Doubao-Seedance-2.0`
diff --git a/relay/channel/task/kling/aiping/adaptor.go b/relay/channel/task/kling/aiping/adaptor.go
index fb61f40..6e9044c 100644
--- a/relay/channel/task/kling/aiping/adaptor.go
+++ b/relay/channel/task/kling/aiping/adaptor.go
@@ -17,6 +17,7 @@ import (
 	"github.com/QuantumNous/new-api/service"
 	"github.com/gin-gonic/gin"
 	"github.com/pkg/errors"
+	"github.com/shopspring/decimal"
 )
 
 type responsePayload struct {
@@ -37,8 +38,9 @@ type responsePayload struct {
 				Duration     string `json:"duration"`
 			} `json:"videos"`
 		} `json:"task_result"`
-		CreatedAt int64 `json:"created_at"`
-		UpdatedAt int64 `json:"updated_at"`
+		FinalUnitDeduction any   `json:"final_unit_deduction"`
+		CreatedAt          int64 `json:"created_at"`
+		UpdatedAt          int64 `json:"updated_at"`
 	} `json:"data"`
 }
 
@@ -181,6 +183,10 @@ func (a *TaskAdaptor) ParseTaskResult(respBody []byte) (*relaycommon.TaskInfo, e
 	case "succeed":
 		info.Status = model.TaskStatusSuccess
 		info.Progress = taskcommon.ProgressComplete
+		if tokens := finalUnitDeductionTokens(parsed.Data.FinalUnitDeduction); tokens > 0 {
+			info.CompletionTokens = tokens
+			info.TotalTokens = tokens
+		}
 	case "failed":
 		info.Status = model.TaskStatusFailure
 		info.Progress = taskcommon.ProgressComplete
@@ -194,6 +200,30 @@ func (a *TaskAdaptor) ParseTaskResult(respBody []byte) (*relaycommon.TaskInfo, e
 	return info, nil
 }
 
+func finalUnitDeductionTokens(value any) int {
+	var d decimal.Decimal
+	var err error
+	switch v := value.(type) {
+	case string:
+		if strings.TrimSpace(v) == "" {
+			return 0
+		}
+		d, err = decimal.NewFromString(strings.TrimSpace(v))
+	case float64:
+		d = decimal.NewFromFloat(v)
+	case int:
+		d = decimal.NewFromInt(int64(v))
+	case int64:
+		d = decimal.NewFromInt(v)
+	default:
+		return 0
+	}
+	if err != nil || !d.IsPositive() {
+		return 0
+	}
+	return int(d.Mul(decimal.NewFromInt(1000000)).IntPart())
+}
+
 func (a *TaskAdaptor) GetModelList() []string {
 	return Models()
 }
diff --git a/relay/channel/task/kling/aiping/adaptor_test.go b/relay/channel/task/kling/aiping/adaptor_test.go
index e3cca9a..11e248d 100644
--- a/relay/channel/task/kling/aiping/adaptor_test.go
+++ b/relay/channel/task/kling/aiping/adaptor_test.go
@@ -184,6 +184,53 @@ func TestValidateRequestRejectsOmniModelOnTextOrImageRoutes(t *testing.T) {
 	require.Contains(t, taskErr.Message, "/v1/videos/omni-video")
 }
 
+func TestParseTaskResultConvertsFinalUnitDeductionToTokens(t *testing.T) {
+	taskInfo, err := (&TaskAdaptor{}).ParseTaskResult([]byte(`{
+		"code": 0,
+		"message": "success",
+		"request_id": "req-1",
+		"data": {
+			"task_id": "upstream-task",
+			"task_status": "succeed",
+			"task_result": {
+				"videos": [
+					{"id": "v1", "url": "https://example.com/video.mp4", "duration": "5"}
+				]
+			},
+			"final_unit_deduction": "1.234567"
+		},
+		"aiping_id": "internal"
+	}`))
+
+	require.NoError(t, err)
+	require.Equal(t, 1234567, taskInfo.CompletionTokens)
+	require.Equal(t, 1234567, taskInfo.TotalTokens)
+}
+
+func TestFinalUnitDeductionTokens(t *testing.T) {
+	cases := []struct {
+		name  string
+		input any
+		want  int
+	}{
+		{"string decimal", "1.234567", 1234567},
+		{"float64", float64(1.234567), 1234567},
+		{"int", int(2), 2000000},
+		{"int64", int64(3), 3000000},
+		{"empty string", "", 0},
+		{"whitespace string", "  ", 0},
+		{"zero float", float64(0), 0},
+		{"negative float", float64(-1.5), 0},
+		{"nil", nil, 0},
+	}
+
+	for _, tc := range cases {
+		t.Run(tc.name, func(t *testing.T) {
+			require.Equal(t, tc.want, finalUnitDeductionTokens(tc.input))
+		})
+	}
+}
+
 func TestSanitizeNativeTaskPayloadUsesPublicTaskIDAndAddsWatermarkURL(t *testing.T) {
 	payload := map[string]any{
 		"aiping_id": "internal",
diff --git a/relay/helper/matrix_usage_capability.go b/relay/helper/matrix_usage_capability.go
index 9fcd1f3..fe5d523 100644
--- a/relay/helper/matrix_usage_capability.go
+++ b/relay/helper/matrix_usage_capability.go
@@ -23,6 +23,19 @@ var matrixUsageCapabilities = []MatrixUsageCapability{
 	{BillingModelName: "doubao-seedance-2-0-fast-260128", UpstreamModelName: "doubao-seedance-2-0-fast-260128", ChannelType: constant.ChannelTypeDoubaoVideoCompatibleAiping},
 	{BillingModelName: "cdance2.0-0611", UpstreamModelName: "cdance2.0-0611", ChannelType: constant.ChannelTypeDoubaoVideoCompatibleTianyiYun},
 	{BillingModelName: "cdance2.0-fast-0611", UpstreamModelName: "cdance2.0-fast-0611", ChannelType: constant.ChannelTypeDoubaoVideoCompatibleTianyiYun},
+	// Keep in sync with SupportsAnyMatrixUsageBillingModel in setting/ratio_setting/model_pricing.go
+	{BillingModelName: "kling-v1", UpstreamModelName: "kling-v1", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-v1", UpstreamModelName: "Kling-V1", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-v1-6", UpstreamModelName: "kling-v1-6", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-v1-6", UpstreamModelName: "Kling-V1.6", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-v2-6", UpstreamModelName: "kling-v2-6", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-v2-6", UpstreamModelName: "Kling-V2.6", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-v3", UpstreamModelName: "kling-v3", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-v3", UpstreamModelName: "Kling-V3", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-video-o1", UpstreamModelName: "kling-video-o1", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-video-o1", UpstreamModelName: "Kling-Video-O1", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-v3-omni", UpstreamModelName: "kling-v3-omni", ChannelType: constant.ChannelTypeKlingAiping},
+	{BillingModelName: "kling-v3-omni", UpstreamModelName: "Kling-V3-Omni", ChannelType: constant.ChannelTypeKlingAiping},
 }
 
 func SupportsMatrixUsageBilling(modelName string, channelType int, mappedModel string) bool {
diff --git a/relay/helper/matrix_usage_capability_test.go b/relay/helper/matrix_usage_capability_test.go
index 93ed3fb..39b6d96 100644
--- a/relay/helper/matrix_usage_capability_test.go
+++ b/relay/helper/matrix_usage_capability_test.go
@@ -29,6 +29,25 @@ func TestSupportsMatrixUsageBilling_TianyiYunSeedanceChannel(t *testing.T) {
 	require.False(t, SupportsMatrixUsageBilling("cdance2.0-0611", constant.ChannelTypeDoubaoVideoCompatibleAiping, "cdance2.0-0611"))
 }
 
+func TestSupportsMatrixUsageBilling_KlingAipingVideoModels(t *testing.T) {
+	cases := []struct {
+		billingModel  string
+		upstreamModel string
+	}{
+		{"kling-v1", "Kling-V1"},
+		{"kling-v1-6", "Kling-V1.6"},
+		{"kling-v2-6", "Kling-V2.6"},
+		{"kling-v3", "Kling-V3"},
+		{"kling-video-o1", "Kling-Video-O1"},
+		{"kling-v3-omni", "Kling-V3-Omni"},
+	}
+
+	for _, tc := range cases {
+		require.True(t, SupportsMatrixUsageBilling(tc.billingModel, constant.ChannelTypeKlingAiping, tc.billingModel), tc.billingModel)
+		require.True(t, SupportsMatrixUsageBilling(tc.billingModel, constant.ChannelTypeKlingAiping, tc.upstreamModel), tc.billingModel)
+	}
+}
+
 func TestResolvePricingModelMapping(t *testing.T) {
 	mapped, err := ResolvePricingModelMapping("seedance-2", `{"seedance-2":"doubao-video-seedance"}`)
 	require.NoError(t, err)
diff --git a/service/task_billing_test.go b/service/task_billing_test.go
index eb3f004..98a3376 100644
--- a/service/task_billing_test.go
+++ b/service/task_billing_test.go
@@ -913,6 +913,46 @@ func TestSettle_PerCallBilling_SkipsTotalTokens(t *testing.T) {
 	assert.Equal(t, int64(0), countLogs(t))
 }
 
+func TestSettle_MatrixPer1MTokensUsesTaskResultTotalTokens(t *testing.T) {
+	truncate(t)
+	ctx := context.Background()
+
+	const userID, tokenID, channelID = 32, 32, 32
+	const initQuota, preConsumed = 10000, 1000
+	const totalTokens = 1234567
+
+	seedUser(t, userID, initQuota)
+	seedToken(t, tokenID, userID, "sk-matrix-tokens", 8000)
+	seedChannel(t, channelID)
+
+	task := makeTask(userID, channelID, preConsumed, tokenID, BillingSourceWallet, 0)
+	task.PrivateData.BillingContext.BillingMode = types.BillingModeMatrix
+	task.PrivateData.BillingContext.BillingUnit = types.BillingUnitPer1MTokens
+	task.PrivateData.BillingContext.TokenUnitPriceUSD = 2
+	task.PrivateData.BillingContext.GroupRatio = 1
+	task.PrivateData.BillingContext.PricingSnapshot = map[string]any{
+		"billing_unit": types.BillingUnitPer1MTokens,
+		"price":        float64(2),
+		"pricing_mode": string(types.PricingModeMatched),
+	}
+
+	settleTaskBillingOnComplete(ctx, &mockAdaptor{}, task, &relaycommon.TaskInfo{
+		Status:           model.TaskStatusSuccess,
+		CompletionTokens: totalTokens,
+		TotalTokens:      totalTokens,
+	})
+
+	expectedQuota := int(float64(totalTokens) * 2 / 1_000_000 * common.QuotaPerUnit)
+	assert.Equal(t, expectedQuota, task.Quota)
+
+	log := getLastLog(t)
+	require.NotNil(t, log)
+	assert.Equal(t, totalTokens, log.CompletionTokens)
+	other := getLogOtherMap(t, log)
+	pricingSnapshot := other["pricing_snapshot"].(map[string]any)
+	assert.Equal(t, float64(totalTokens), pricingSnapshot["total_tokens"])
+}
+
 func TestSettle_NonPerCall_AdaptorAdjustWorks(t *testing.T) {
 	truncate(t)
 	ctx := context.Background()
diff --git a/setting/ratio_setting/model_pricing.go b/setting/ratio_setting/model_pricing.go
index 1c3d0dd..8126b0a 100644
--- a/setting/ratio_setting/model_pricing.go
+++ b/setting/ratio_setting/model_pricing.go
@@ -149,10 +149,13 @@ func ValidatePricingConfig(model string, cfg *types.PricingConfig) error {
 }
 
 func SupportsAnyMatrixUsageBillingModel(modelName string) bool {
+	// Keep in sync with matrixUsageCapabilities in relay/helper/matrix_usage_capability.go
 	switch modelName {
 	case "seedance-2", "doubao-video", "doubao-video-seedance",
 		"doubao-seedance-2-0-260128", "doubao-seedance-2-0-fast-260128",
-		"Doubao-Seedance-2.0", "Doubao-Seedance-2.0-fast":
+		"Doubao-Seedance-2.0", "Doubao-Seedance-2.0-fast",
+		"kling-v1", "kling-v1-6", "kling-v2-6", "kling-v3",
+		"kling-video-o1", "kling-v3-omni":
 		return true
 	default:
 		return false
diff --git a/setting/ratio_setting/model_pricing_test.go b/setting/ratio_setting/model_pricing_test.go
index ee341e1..ae452be 100644
--- a/setting/ratio_setting/model_pricing_test.go
+++ b/setting/ratio_setting/model_pricing_test.go
@@ -76,6 +76,26 @@ func TestValidatePricingConfigUsageAllowlist(t *testing.T) {
 	require.NoError(t, ValidatePricingConfig("seedance-2", cfg))
 }
 
+func TestValidatePricingConfigUsageAllowlistKlingAipingModels(t *testing.T) {
+	models := []string{
+		"kling-v1",
+		"kling-v1-6",
+		"kling-v2-6",
+		"kling-v3",
+		"kling-video-o1",
+		"kling-v3-omni",
+	}
+
+	for _, model := range models {
+		t.Run(model, func(t *testing.T) {
+			cfg := validPricingConfig()
+			cfg.BillingUnit = types.BillingUnitPer1MTokens
+			cfg.PreconsumeStrategy = types.PreconsumeStrategyMinimum
+			require.NoError(t, ValidatePricingConfig(model, cfg))
+		})
+	}
+}
+
 func TestValidatePricingConfigAllowsDerivedVideoInput(t *testing.T) {
 	cfg := &types.PricingConfig{
 		SchemaVersion:      types.PricingSchemaVersion,
diff --git a/web/src/components/table/models/modals/modelEndpoints.utils.js b/web/src/components/table/models/modals/modelEndpoints.utils.js
index 81e2284..4b121c2 100644
--- a/web/src/components/table/models/modals/modelEndpoints.utils.js
+++ b/web/src/components/table/models/modals/modelEndpoints.utils.js
@@ -178,6 +178,24 @@ export const normalizeEndpointSubmitValue = (rawValue, rows) => {
     return { value: '', error: '' };
   }
 
+  let rawParsed;
+  try {
+    rawParsed = JSON.parse(trimmed);
+  } catch (error) {
+    return { value: '', error: error.message };
+  }
+
+  if (Array.isArray(rawParsed)) {
+    return {
+      value: stringifyEndpointConfig(
+        rawParsed
+          .filter((endpoint) => typeof endpoint === 'string')
+          .map((endpoint) => createEndpointRow({ key: endpoint.trim() })),
+      ),
+      error: '',
+    };
+  }
+
   const parsed = parseEndpointConfig(rawValue);
   if (parsed.error) {
     return { value: '', error: parsed.error };
diff --git a/web/src/components/table/models/modals/modelEndpoints.utils.test.js b/web/src/components/table/models/modals/modelEndpoints.utils.test.js
index 3d178a7..03dd38e 100644
--- a/web/src/components/table/models/modals/modelEndpoints.utils.test.js
+++ b/web/src/components/table/models/modals/modelEndpoints.utils.test.js
@@ -34,6 +34,25 @@ test('parseEndpointConfig rejects top-level array input', () => {
   assert.deepEqual(result.rows, []);
 });
 
+test('normalizeEndpointSubmitValue accepts legacy endpoint array input', () => {
+  const result = normalizeEndpointSubmitValue('["openai"]', []);
+
+  assert.equal(result.error, '');
+  assert.equal(
+    result.value,
+    JSON.stringify(
+      {
+        openai: {
+          path: '/v1/chat/completions',
+          method: 'POST',
+        },
+      },
+      null,
+      2,
+    ),
+  );
+});
+
 test('stringifyEndpointConfig builds endpoint object from structured rows', () => {
   const result = stringifyEndpointConfig([
     { key: 'anthropic', path: '/v1/messages', method: 'post' },
diff --git a/web/src/pages/Setting/Operation/ModelPricing/Editor.jsx b/web/src/pages/Setting/Operation/ModelPricing/Editor.jsx
index b656074..f8cd3f0 100644
--- a/web/src/pages/Setting/Operation/ModelPricing/Editor.jsx
+++ b/web/src/pages/Setting/Operation/ModelPricing/Editor.jsx
@@ -12,7 +12,12 @@ import {
 } from '@douyinfe/semi-ui';
 import { Redo2, Save, Undo2, Wand2 } from 'lucide-react';
 import { useTranslation } from 'react-i18next';
-import { API, showError, showSuccess } from '../../../../helpers';
+import {
+  API,
+  getCurrencyConfig,
+  showError,
+  showSuccess,
+} from '../../../../helpers';
 import DimensionEditor from './DimensionEditor';
 import GeneratorModal from './GeneratorModal';
 import PreviewPanel from './PreviewPanel';
@@ -27,6 +32,8 @@ import {
   BILLING_UNITS,
   FALLBACKS,
   createDefaultConfig,
+  pricingConfigFromDisplayCurrency,
+  pricingConfigToDisplayCurrency,
   validatePricingConfig,
 } from './pricingConfig';
 
@@ -40,6 +47,7 @@ export default function Editor({
   onSaved,
 }) {
   const { t } = useTranslation();
+  const currencyConfig = getCurrencyConfig();
   const [name, setName] = useState(modelName || '');
   const [draft, setDraft] = useState(createDefaultConfig());
   const [jsonText, setJsonText] = useState('');
@@ -56,7 +64,13 @@ export default function Editor({
     const next = config ? structuredClone(config) : createDefaultConfig();
     setName(modelName || '');
     setDraft(next);
-    setJsonText(JSON.stringify(next, null, 2));
+    setJsonText(
+      JSON.stringify(
+        pricingConfigToDisplayCurrency(next, currencyConfig),
+        null,
+        2,
+      ),
+    );
     setDisplayPricingItemsDraft(
       getEditableDisplayPricingItems(
         modelName ? { [modelName]: displayPricingItems } : {},
@@ -76,7 +90,13 @@ export default function Editor({
     setFuture([]);
     setBillingDirty(true);
     setDraft(next);
-    setJsonText(JSON.stringify(next, null, 2));
+    setJsonText(
+      JSON.stringify(
+        pricingConfigToDisplayCurrency(next, currencyConfig),
+        null,
+        2,
+      ),
+    );
   };
 
   const undo = () => {
@@ -85,7 +105,13 @@ export default function Editor({
     setHistory((items) => items.slice(0, -1));
     setFuture((items) => [draft, ...items]);
     setDraft(previous);
-    setJsonText(JSON.stringify(previous, null, 2));
+    setJsonText(
+      JSON.stringify(
+        pricingConfigToDisplayCurrency(previous, currencyConfig),
+        null,
+        2,
+      ),
+    );
   };
 
   const redo = () => {
@@ -94,12 +120,21 @@ export default function Editor({
     setFuture((items) => items.slice(1));
     setHistory((items) => [...items, draft]);
     setDraft(next);
-    setJsonText(JSON.stringify(next, null, 2));
+    setJsonText(
+      JSON.stringify(
+        pricingConfigToDisplayCurrency(next, currencyConfig),
+        null,
+        2,
+      ),
+    );
   };
 
   const applyJson = () => {
     try {
-      const next = JSON.parse(jsonText || '{}');
+      const next = pricingConfigFromDisplayCurrency(
+        JSON.parse(jsonText || '{}'),
+        currencyConfig,
+      );
       updateDraft(next);
     } catch (error) {
       showError(`${t('JSON 格式错误')}: ${error.message}`);
diff --git a/web/src/pages/Setting/Operation/ModelPricing/pricingConfig.js b/web/src/pages/Setting/Operation/ModelPricing/pricingConfig.js
index 680335a..a7c50b5 100644
--- a/web/src/pages/Setting/Operation/ModelPricing/pricingConfig.js
+++ b/web/src/pages/Setting/Operation/ModelPricing/pricingConfig.js
@@ -279,6 +279,48 @@ export const formatDisplayCurrency = (
   return `${symbol}${value.toFixed(digits)}`;
 };
 
+export const pricingConfigToDisplayCurrency = (config, currencyConfig) => {
+  const next = structuredClone(config || {});
+  next.table = (next.table || []).map((row) => ({
+    ...row,
+    price: formatDisplayCurrencyNumber(row.price, currencyConfig),
+  }));
+  if (
+    next.fallback?.strategy === FALLBACKS.default &&
+    next.fallback.default_price !== undefined
+  ) {
+    next.fallback = {
+      ...next.fallback,
+      default_price: formatDisplayCurrencyNumber(
+        next.fallback.default_price,
+        currencyConfig,
+      ),
+    };
+  }
+  return next;
+};
+
+export const pricingConfigFromDisplayCurrency = (config, currencyConfig) => {
+  const next = structuredClone(config || {});
+  next.table = (next.table || []).map((row) => ({
+    ...row,
+    price: displayCurrencyToUSD(row.price, currencyConfig),
+  }));
+  if (
+    next.fallback?.strategy === FALLBACKS.default &&
+    next.fallback.default_price !== undefined
+  ) {
+    next.fallback = {
+      ...next.fallback,
+      default_price: displayCurrencyToUSD(
+        next.fallback.default_price,
+        currencyConfig,
+      ),
+    };
+  }
+  return next;
+};
+
 export const getBillingUnitLabel = (billingUnit, t = (key) => key) => {
   if (billingUnit === BILLING_UNITS.per1MTokens) return t('每 1M tokens');
   return t('每次调用');
diff --git a/web/src/pages/Setting/Operation/ModelPricing/pricingConfig.test.js b/web/src/pages/Setting/Operation/ModelPricing/pricingConfig.test.js
index a58cfea..d75aa9f 100644
--- a/web/src/pages/Setting/Operation/ModelPricing/pricingConfig.test.js
+++ b/web/src/pages/Setting/Operation/ModelPricing/pricingConfig.test.js
@@ -15,6 +15,8 @@ import {
   importPricingCsv,
   mergeGeneratedRows,
   PRECONSUME_STRATEGIES,
+  pricingConfigFromDisplayCurrency,
+  pricingConfigToDisplayCurrency,
   previewLookup,
   ROW_SOURCES,
   splitDimensionSource,
@@ -144,9 +146,9 @@ describe('pricingConfig utilities', () => {
     ).toBe(0.1);
     expect(formatDisplayCurrency(0.1, cny, 4)).toBe('¥0.7000');
     expect(formatDisplayCurrencyNumber(46, cny)).toBe(322);
-    expect(formatDisplayCurrencyNumber(displayCurrencyToUSD(37, cny), cny)).toBe(
-      37,
-    );
+    expect(
+      formatDisplayCurrencyNumber(displayCurrencyToUSD(37, cny), cny),
+    ).toBe(37);
     expect(getBillingUnitLabel(BILLING_UNITS.per1MTokens, (key) => key)).toBe(
       '每 1M tokens',
     );
@@ -155,6 +157,34 @@ describe('pricingConfig utilities', () => {
     ).toBe('¥ / 每 1M tokens');
   });
 
+  test('convert pricing config JSON between stored USD and display currency', () => {
+    const cny = { symbol: 'CNY', rate: 7, type: 'CNY' };
+    const stored = {
+      schema_version: 1,
+      scope: 'model',
+      billing_unit: BILLING_UNITS.per1MTokens,
+      preconsume_strategy: PRECONSUME_STRATEGIES.minimum,
+      dimensions: [
+        {
+          key: 'duration',
+          source: 'request.duration',
+          type: 'string',
+          default: null,
+        },
+      ],
+      table: [{ duration: '*', price: 1, source: ROW_SOURCES.manual }],
+      fallback: { strategy: 'default', default_price: 0.5 },
+    };
+
+    const display = pricingConfigToDisplayCurrency(stored, cny);
+    expect(display.table[0].price).toBe(7);
+    expect(display.fallback.default_price).toBe(3.5);
+
+    const nextStored = pricingConfigFromDisplayCurrency(display, cny);
+    expect(nextStored.table[0].price).toBe(1);
+    expect(nextStored.fallback.default_price).toBe(0.5);
+  });
+
   test('csv import and export', () => {
     const dimensions = [{ key: 'resolution', type: 'string' }];
     const parsed = importPricingCsv(