diff --git a/backend/cmd/server/wire_gen.go b/backend/cmd/server/wire_gen.go
index cde870de..85590c12 100644
--- a/backend/cmd/server/wire_gen.go
+++ b/backend/cmd/server/wire_gen.go
@@ -217,7 +217,7 @@ func initializeApplication(buildInfo handler.BuildInfo) (*Application, error) {
 	scheduledTestResultRepository := repository.NewScheduledTestResultRepository(db)
 	scheduledTestService := service.ProvideScheduledTestService(scheduledTestPlanRepository, scheduledTestResultRepository)
 	scheduledTestHandler := admin.NewScheduledTestHandler(scheduledTestService)
-		channelHandler := admin.NewChannelHandler(channelService)
+	channelHandler := admin.NewChannelHandler(channelService, billingService)
 	adminHandlers := handler.ProvideAdminHandlers(dashboardHandler, adminUserHandler, groupHandler, accountHandler, adminAnnouncementHandler, dataManagementHandler, backupHandler, oAuthHandler, openAIOAuthHandler, geminiOAuthHandler, antigravityOAuthHandler, proxyHandler, adminRedeemHandler, promoHandler, settingHandler, opsHandler, systemHandler, adminSubscriptionHandler, adminUsageHandler, userAttributeHandler, errorPassthroughHandler, tlsFingerprintProfileHandler, adminAPIKeyHandler, scheduledTestHandler, channelHandler)
 	usageRecordWorkerPool := service.NewUsageRecordWorkerPool(configConfig)
 	userMsgQueueCache := repository.NewUserMsgQueueCache(redisClient)
diff --git a/backend/internal/handler/admin/channel_handler.go b/backend/internal/handler/admin/channel_handler.go
index 30cd0645..77540d3d 100644
--- a/backend/internal/handler/admin/channel_handler.go
+++ b/backend/internal/handler/admin/channel_handler.go
@@ -14,11 +14,12 @@ import (
 // ChannelHandler handles admin channel management
 type ChannelHandler struct {
 	channelService *service.ChannelService
+	billingService *service.BillingService
 }
 
 // NewChannelHandler creates a new admin channel handler
-func NewChannelHandler(channelService *service.ChannelService) *ChannelHandler {
-	return &ChannelHandler{channelService: channelService}
+func NewChannelHandler(channelService *service.ChannelService, billingService *service.BillingService) *ChannelHandler {
+	return &ChannelHandler{channelService: channelService, billingService: billingService}
 }
 
 // --- Request / Response types ---
@@ -346,3 +347,28 @@ func (h *ChannelHandler) Delete(c *gin.Context) {
 
 	response.Success(c, gin.H{"message": "Channel deleted successfully"})
 }
+
+// GetModelDefaultPricing 获取模型的默认定价（用于前端自动填充）
+// GET /api/v1/admin/channels/model-pricing?model=claude-sonnet-4
+func (h *ChannelHandler) GetModelDefaultPricing(c *gin.Context) {
+	model := strings.TrimSpace(c.Query("model"))
+	if model == "" {
+		response.BadRequest(c, "model parameter is required")
+		return
+	}
+
+	pricing, err := h.billingService.GetModelPricing(model)
+	if err != nil {
+		// 模型不在定价列表中
+		response.Success(c, gin.H{"found": false})
+		return
+	}
+
+	response.Success(c, gin.H{
+		"found":             true,
+		"input_price":       pricing.InputPricePerToken,
+		"output_price":      pricing.OutputPricePerToken,
+		"cache_write_price": pricing.CacheCreationPricePerToken,
+		"cache_read_price":  pricing.CacheReadPricePerToken,
+	})
+}
diff --git a/backend/internal/server/routes/admin.go b/backend/internal/server/routes/admin.go
index abc28295..76f4c4b4 100644
--- a/backend/internal/server/routes/admin.go
+++ b/backend/internal/server/routes/admin.go
@@ -575,6 +575,7 @@ func registerChannelRoutes(admin *gin.RouterGroup, h *handler.Handlers) {
 	channels := admin.Group("/channels")
 	{
 		channels.GET("", h.Admin.Channel.List)
+		channels.GET("/model-pricing", h.Admin.Channel.GetModelDefaultPricing)
 		channels.GET("/:id", h.Admin.Channel.GetByID)
 		channels.POST("", h.Admin.Channel.Create)
 		channels.PUT("/:id", h.Admin.Channel.Update)
diff --git a/frontend/src/api/admin/channels.ts b/frontend/src/api/admin/channels.ts
index df23db93..79d824c5 100644
--- a/frontend/src/api/admin/channels.ts
+++ b/frontend/src/api/admin/channels.ts
@@ -128,5 +128,20 @@ export async function remove(id: number): Promise<void> {
   await apiClient.delete(`/admin/channels/${id}`)
 }
 
-const channelsAPI = { list, getById, create, update, remove }
+export interface ModelDefaultPricing {
+  found: boolean
+  input_price?: number    // per-token price
+  output_price?: number
+  cache_write_price?: number
+  cache_read_price?: number
+}
+
+export async function getModelDefaultPricing(model: string): Promise<ModelDefaultPricing> {
+  const { data } = await apiClient.get<ModelDefaultPricing>('/admin/channels/model-pricing', {
+    params: { model }
+  })
+  return data
+}
+
+const channelsAPI = { list, getById, create, update, remove, getModelDefaultPricing }
 export default channelsAPI
diff --git a/frontend/src/components/admin/channel/PricingEntryCard.vue b/frontend/src/components/admin/channel/PricingEntryCard.vue
index 6e97676a..633fbdee 100644
--- a/frontend/src/components/admin/channel/PricingEntryCard.vue
+++ b/frontend/src/components/admin/channel/PricingEntryCard.vue
@@ -74,7 +74,7 @@
             </label>
             <ModelTagInput
               :models="entry.models"
-              @update:models="emit('update', { ...entry, models: $event })"
+              @update:models="onModelsUpdate($event)"
               :placeholder="t('admin.channels.form.modelsPlaceholder', '输入模型名后按回车添加，支持通配符 *')"
               class="mt-1"
             />
@@ -232,7 +232,9 @@ import Icon from '@/components/icons/Icon.vue'
 import IntervalRow from './IntervalRow.vue'
 import ModelTagInput from './ModelTagInput.vue'
 import type { PricingFormEntry, IntervalFormEntry } from './types'
+import { perTokenToMTok } from './types'
 import type { BillingMode } from '@/api/admin/channels'
+import channelsAPI from '@/api/admin/channels'
 
 const { t } = useI18n()
 
@@ -297,6 +299,38 @@ function removeInterval(idx: number) {
   intervals.splice(idx, 1)
   emit('update', { ...props.entry, intervals })
 }
+
+async function onModelsUpdate(newModels: string[]) {
+  const oldModels = props.entry.models
+  emit('update', { ...props.entry, models: newModels })
+
+  // 只在新增模型且当前无价格时自动填充
+  const addedModels = newModels.filter(m => !oldModels.includes(m))
+  if (addedModels.length === 0) return
+
+  // 检查是否所有价格字段都为空
+  const e = props.entry
+  const hasPrice = e.input_price != null || e.output_price != null ||
+                   e.cache_write_price != null || e.cache_read_price != null
+  if (hasPrice) return
+
+  // 查询第一个新增模型的默认价格
+  try {
+    const result = await channelsAPI.getModelDefaultPricing(addedModels[0])
+    if (result.found) {
+      emit('update', {
+        ...props.entry,
+        models: newModels,
+        input_price: perTokenToMTok(result.input_price ?? null),
+        output_price: perTokenToMTok(result.output_price ?? null),
+        cache_write_price: perTokenToMTok(result.cache_write_price ?? null),
+        cache_read_price: perTokenToMTok(result.cache_read_price ?? null),
+      })
+    }
+  } catch {
+    // 查询失败不影响用户操作
+  }
+}
 </script>
 
 <style scoped>