diff --git a/middleware/distributor.go b/middleware/distributor.go
index d6269414..238eb033 100644
--- a/middleware/distributor.go
+++ b/middleware/distributor.go
@@ -23,8 +23,15 @@ import (
 )
 
 type ModelRequest struct {
-	Model string `json:"model"`
-	Group string `json:"group,omitempty"`
+	Model    string                  `json:"model"`
+	Group    string                  `json:"group,omitempty"`
+	Metadata *MuseRoutingPolicyInput `json:"metadata,omitempty"`
+}
+
+type MuseRoutingPolicyInput struct {
+	Scene         string `json:"scene,omitempty"`
+	RoutingPolicy string `json:"routing_policy,omitempty"`
+	DegradePolicy string `json:"degrade_policy,omitempty"`
 }
 
 func Distribute() func(c *gin.Context) {
@@ -36,6 +43,12 @@ func Distribute() func(c *gin.Context) {
 			abortWithOpenAiMessage(c, http.StatusBadRequest, i18n.T(c, i18n.MsgDistributorInvalidRequest, map[string]any{"Error": err.Error()}))
 			return
 		}
+		policy := service.ResolveMuseRoutingPolicy(
+			firstNonBlank(common.GetContextKeyString(c, constant.ContextKeyMuseScene), modelRequest.MetadataValue("scene")),
+			modelRequest.MetadataValue("routing_policy"),
+			modelRequest.MetadataValue("degrade_policy"),
+		)
+		service.SetMuseRoutingPolicy(c, policy)
 		if ok {
 			id, err := strconv.Atoi(channelId.(string))
 			if err != nil {
@@ -98,6 +111,7 @@ func Distribute() func(c *gin.Context) {
 						common.SetContextKey(c, constant.ContextKeyUsingGroup, usingGroup)
 					}
 				}
+				usingGroup = service.ApplyMuseRoutingPolicy(c, usingGroup)
 
 				if preferredChannelID, found := service.GetPreferredChannelByAffinity(c, modelRequest.Model, usingGroup); found {
 					preferred, err := model.CacheGetChannel(preferredChannelID)
@@ -109,7 +123,7 @@ func Distribute() func(c *gin.Context) {
 							}
 						} else if usingGroup == "auto" {
 							userGroup := common.GetContextKeyString(c, constant.ContextKeyUserGroup)
-							autoGroups := service.GetUserAutoGroup(userGroup)
+							autoGroups := service.ResolveMusePreferredGroups(c, userGroup)
 							for _, g := range autoGroups {
 								if model.IsChannelEnabledForGroupModel(g, modelRequest.Model, preferred.Id) {
 									selectGroup = g
@@ -128,12 +142,31 @@ func Distribute() func(c *gin.Context) {
 				}
 
 				if channel == nil {
-					channel, selectGroup, err = service.CacheGetRandomSatisfiedChannel(&service.RetryParam{
+					retryParam := &service.RetryParam{
 						Ctx:        c,
 						ModelName:  modelRequest.Model,
 						TokenGroup: usingGroup,
 						Retry:      common.GetPointer(0),
-					})
+					}
+					channel, selectGroup, err = service.CacheGetRandomSatisfiedChannel(retryParam)
+					if channel == nil && err == nil {
+						candidates := service.MuseFallbackModelCandidates(modelRequest.Model, policy)
+						for _, candidateModel := range candidates[1:] {
+							candidateParam := &service.RetryParam{
+								Ctx:        c,
+								ModelName:  candidateModel,
+								TokenGroup: usingGroup,
+								Retry:      common.GetPointer(0),
+							}
+							channel, selectGroup, err = service.CacheGetRandomSatisfiedChannel(candidateParam)
+							if channel != nil || err != nil {
+								if channel != nil {
+									modelRequest.Model = candidateModel
+								}
+								break
+							}
+						}
+					}
 					if err != nil {
 						showGroup := usingGroup
 						if usingGroup == "auto" {
@@ -164,6 +197,31 @@ func Distribute() func(c *gin.Context) {
 	}
 }
 
+func (r *ModelRequest) MetadataValue(name string) string {
+	if r == nil || r.Metadata == nil {
+		return ""
+	}
+	switch name {
+	case "scene":
+		return r.Metadata.Scene
+	case "routing_policy":
+		return r.Metadata.RoutingPolicy
+	case "degrade_policy":
+		return r.Metadata.DegradePolicy
+	default:
+		return ""
+	}
+}
+
+func firstNonBlank(values ...string) string {
+	for _, value := range values {
+		if strings.TrimSpace(value) != "" {
+			return strings.TrimSpace(value)
+		}
+	}
+	return ""
+}
+
 // getModelFromRequest 从请求中读取模型信息
 // 根据 Content-Type 自动处理：
 // - application/json
diff --git a/service/channel_select.go b/service/channel_select.go
index a3710ef8..e87f02d7 100644
--- a/service/channel_select.go
+++ b/service/channel_select.go
@@ -90,7 +90,7 @@ func CacheGetRandomSatisfiedChannel(param *RetryParam) (*model.Channel, string,
 		if len(setting.GetAutoGroups()) == 0 {
 			return nil, selectGroup, errors.New("auto groups is not enabled")
 		}
-		autoGroups := GetUserAutoGroup(userGroup)
+		autoGroups := ResolveMusePreferredGroups(param.Ctx, userGroup)
 
 		// startGroupIndex: the group index to start searching from
 		// startGroupIndex: 开始搜索的分组索引
diff --git a/service/muse_routing_policy.go b/service/muse_routing_policy.go
new file mode 100644
index 00000000..860d1036
--- /dev/null
+++ b/service/muse_routing_policy.go
@@ -0,0 +1,146 @@
+package service
+
+import (
+	"slices"
+	"strings"
+
+	"github.com/QuantumNous/new-api/common"
+	"github.com/QuantumNous/new-api/constant"
+	"github.com/gin-gonic/gin"
+)
+
+const ginKeyMuseRoutingPolicy = "muse_routing_policy"
+
+type MuseRoutingPolicy struct {
+	Scene                string
+	AllowCrossGroupRetry bool
+	AllowModelDegrade    bool
+	PreferredGroups      []string
+}
+
+func ResolveMuseRoutingPolicy(scene string, routingPolicy string, degradePolicy string) MuseRoutingPolicy {
+	scene = normalizeMusePolicyValue(scene)
+	routingPolicy = normalizeMusePolicyValue(routingPolicy)
+	degradePolicy = normalizeMusePolicyValue(degradePolicy)
+
+	policy := MuseRoutingPolicy{
+		Scene:           scene,
+		PreferredGroups: defaultMusePreferredGroups(scene, routingPolicy),
+	}
+
+	switch routingPolicy {
+	case "quality_first", "balanced":
+		policy.AllowCrossGroupRetry = true
+	}
+
+	if degradePolicy == "allow_lower_tier" {
+		policy.AllowModelDegrade = true
+	}
+
+	return policy
+}
+
+func SetMuseRoutingPolicy(c *gin.Context, policy MuseRoutingPolicy) {
+	if c == nil {
+		return
+	}
+	if policy.Scene == "" && !policy.AllowCrossGroupRetry && !policy.AllowModelDegrade && len(policy.PreferredGroups) == 0 {
+		return
+	}
+	c.Set(ginKeyMuseRoutingPolicy, policy)
+}
+
+func GetMuseRoutingPolicy(c *gin.Context) (MuseRoutingPolicy, bool) {
+	if c == nil {
+		return MuseRoutingPolicy{}, false
+	}
+	value, ok := c.Get(ginKeyMuseRoutingPolicy)
+	if !ok {
+		return MuseRoutingPolicy{}, false
+	}
+	policy, ok := value.(MuseRoutingPolicy)
+	if !ok {
+		return MuseRoutingPolicy{}, false
+	}
+	return policy, true
+}
+
+func ApplyMuseRoutingPolicy(c *gin.Context, usingGroup string) string {
+	policy, ok := GetMuseRoutingPolicy(c)
+	if !ok {
+		return usingGroup
+	}
+	if policy.AllowCrossGroupRetry {
+		common.SetContextKey(c, constant.ContextKeyTokenCrossGroupRetry, true)
+		if usingGroup != "auto" {
+			usingGroup = "auto"
+			common.SetContextKey(c, constant.ContextKeyUsingGroup, usingGroup)
+		}
+	}
+	return usingGroup
+}
+
+func ResolveMusePreferredGroups(c *gin.Context, userGroup string) []string {
+	policy, ok := GetMuseRoutingPolicy(c)
+	if !ok || len(policy.PreferredGroups) == 0 {
+		return GetUserAutoGroup(userGroup)
+	}
+	usableGroups := GetUserUsableGroups(userGroup)
+	filtered := make([]string, 0, len(policy.PreferredGroups))
+	for _, group := range policy.PreferredGroups {
+		if _, allowed := usableGroups[group]; allowed {
+			filtered = append(filtered, group)
+		}
+	}
+	if len(filtered) == 0 {
+		return GetUserAutoGroup(userGroup)
+	}
+	return filtered
+}
+
+func MuseFallbackModelCandidates(modelName string, policy MuseRoutingPolicy) []string {
+	candidates := []string{modelName}
+	if !policy.AllowModelDegrade {
+		return candidates
+	}
+
+	appendUnique := func(candidate string) {
+		candidate = strings.TrimSpace(candidate)
+		if candidate == "" {
+			return
+		}
+		if !slices.Contains(candidates, candidate) {
+			candidates = append(candidates, candidate)
+		}
+	}
+
+	switch {
+	case strings.HasPrefix(modelName, "gpt-4o") && modelName != "gpt-4o-mini":
+		appendUnique("gpt-4o-mini")
+	case strings.Contains(modelName, "gemini") && strings.Contains(modelName, "pro"):
+		appendUnique(strings.Replace(modelName, "pro", "flash", 1))
+	case strings.Contains(modelName, "claude") && strings.Contains(modelName, "opus"):
+		appendUnique(strings.Replace(modelName, "opus", "sonnet", 1))
+	case strings.Contains(modelName, "claude") && strings.Contains(modelName, "sonnet"):
+		appendUnique(strings.Replace(modelName, "sonnet", "haiku", 1))
+	}
+
+	return candidates
+}
+
+func defaultMusePreferredGroups(scene string, routingPolicy string) []string {
+	switch routingPolicy {
+	case "quality_first":
+		return []string{"svip", "vip", "default"}
+	case "balanced":
+		return []string{"vip", "default"}
+	}
+	if scene == "suggestion_generation" {
+		return []string{"default"}
+	}
+	return nil
+}
+
+func normalizeMusePolicyValue(value string) string {
+	return strings.TrimSpace(strings.ToLower(value))
+}
diff --git a/service/muse_routing_policy_test.go b/service/muse_routing_policy_test.go
new file mode 100644
index 00000000..d5e25772
--- /dev/null
+++ b/service/muse_routing_policy_test.go
@@ -0,0 +1,43 @@
+package service
+
+import (
+	"testing"
+
+	"github.com/gin-gonic/gin"
+	"github.com/stretchr/testify/require"
+)
+
+func TestResolveMuseRoutingPolicy_QualityFirstAllowsFallback(t *testing.T) {
+	policy := ResolveMuseRoutingPolicy("suggestion_generation", "quality_first", "allow_lower_tier")
+
+	require.Equal(t, "suggestion_generation", policy.Scene)
+	require.True(t, policy.AllowCrossGroupRetry)
+	require.True(t, policy.AllowModelDegrade)
+	require.Equal(t, []string{"svip", "vip", "default"}, policy.PreferredGroups)
+}
+
+func TestResolveMuseRoutingPolicy_DefaultsWithoutPolicies(t *testing.T) {
+	policy := ResolveMuseRoutingPolicy("suggestion_generation", "", "")
+
+	require.False(t, policy.AllowCrossGroupRetry)
+	require.False(t, policy.AllowModelDegrade)
+	require.Equal(t, []string{"default"}, policy.PreferredGroups)
+}
+
+func TestMuseFallbackModelCandidates_AllowLowerTierAddsFallback(t *testing.T) {
+	policy := ResolveMuseRoutingPolicy("suggestion_generation", "quality_first", "allow_lower_tier")
+
+	candidates := MuseFallbackModelCandidates("gpt-4o", policy)
+
+	require.Equal(t, []string{"gpt-4o", "gpt-4o-mini"}, candidates)
+}
+
+func TestResolveMusePreferredGroups_UsesSceneDrivenDefaultsFromContext(t *testing.T) {
+	gin.SetMode(gin.TestMode)
+	ctx, _ := gin.CreateTestContext(nil)
+	SetMuseRoutingPolicy(ctx, ResolveMuseRoutingPolicy("suggestion_generation", "", ""))
+
+	groups := ResolveMusePreferredGroups(ctx, "default")
+
+	require.Equal(t, []string{"default"}, groups)
+}