diff --git a/internal/builders/agent_run_log_builder.go b/internal/builders/agent_run_log_builder.go
index 8eeed79..f6b0720 100644
--- a/internal/builders/agent_run_log_builder.go
+++ b/internal/builders/agent_run_log_builder.go
@@ -3,6 +3,7 @@ package builders
 import (
 	"cs-agent/internal/models"
 	"cs-agent/internal/pkg/dto/response"
+	"encoding/json"
 	"strings"
 )
 
@@ -11,38 +12,65 @@ func BuildAgentRunLog(item *models.AgentRunLog) response.AgentRunLogResponse {
 		return response.AgentRunLogResponse{}
 	}
 	hitlStatus, hitlStatusName, hitlSummary := resolveAgentRunLogHITL(item)
+	recommendedAction, riskLevel, ticketDraftReady := resolveGraphOutcome(item.GraphToolTrace)
 	return response.AgentRunLogResponse{
-		ID:               item.ID,
-		ConversationID:   item.ConversationID,
-		MessageID:        item.MessageID,
-		AIAgentID:        item.AIAgentID,
-		AIConfigID:       item.AIConfigID,
-		UserMessage:      item.UserMessage,
-		PlannedAction:    item.PlannedAction,
-		PlannedSkillCode: item.PlannedSkillCode,
-		PlannedSkillName: item.PlannedSkillName,
-		SkillRouteTrace:  item.SkillRouteTrace,
-		ToolSearchTrace:  item.ToolSearchTrace,
-		GraphToolTrace:   item.GraphToolTrace,
-		GraphToolCode:    item.GraphToolCode,
-		HandoffReason:    item.HandoffReason,
-		PlannedToolCode:  item.PlannedToolCode,
-		PlanReason:       item.PlanReason,
-		InterruptType:    item.InterruptType,
-		ResumeSource:     item.ResumeSource,
-		HitlStatus:       hitlStatus,
-		HitlStatusName:   hitlStatusName,
-		HitlSummary:      hitlSummary,
-		FinalAction:      item.FinalAction,
-		FinalStatus:      item.FinalStatus,
-		ReplyText:        item.ReplyText,
-		ErrorMessage:     item.ErrorMessage,
-		LatencyMs:        item.LatencyMs,
-		TraceData:        item.TraceData,
-		CreatedAt:        item.CreatedAt.Format("2006-01-02 15:04:05"),
+		ID:                item.ID,
+		ConversationID:    item.ConversationID,
+		MessageID:         item.MessageID,
+		AIAgentID:         item.AIAgentID,
+		AIConfigID:        item.AIConfigID,
+		UserMessage:       item.UserMessage,
+		PlannedAction:     item.PlannedAction,
+		PlannedSkillCode:  item.PlannedSkillCode,
+		PlannedSkillName:  item.PlannedSkillName,
+		SkillRouteTrace:   item.SkillRouteTrace,
+		ToolSearchTrace:   item.ToolSearchTrace,
+		GraphToolTrace:    item.GraphToolTrace,
+		GraphToolCode:     item.GraphToolCode,
+		RecommendedAction: recommendedAction,
+		RiskLevel:         riskLevel,
+		TicketDraftReady:  ticketDraftReady,
+		HandoffReason:     item.HandoffReason,
+		PlannedToolCode:   item.PlannedToolCode,
+		PlanReason:        item.PlanReason,
+		InterruptType:     item.InterruptType,
+		ResumeSource:      item.ResumeSource,
+		HitlStatus:        hitlStatus,
+		HitlStatusName:    hitlStatusName,
+		HitlSummary:       hitlSummary,
+		FinalAction:       item.FinalAction,
+		FinalStatus:       item.FinalStatus,
+		ReplyText:         item.ReplyText,
+		ErrorMessage:      item.ErrorMessage,
+		LatencyMs:         item.LatencyMs,
+		TraceData:         item.TraceData,
+		CreatedAt:         item.CreatedAt.Format("2006-01-02 15:04:05"),
 	}
 }
 
+func resolveGraphOutcome(raw string) (recommendedAction, riskLevel string, ticketDraftReady bool) {
+	raw = strings.TrimSpace(raw)
+	if raw == "" {
+		return "", "", false
+	}
+	var payload struct {
+		Items []struct {
+			RecommendedAction string `json:"recommendedAction"`
+			RiskLevel         string `json:"riskLevel"`
+			TicketDraftReady  bool   `json:"ticketDraftReady"`
+		} `json:"items"`
+	}
+	if err := json.Unmarshal([]byte(raw), &payload); err != nil {
+		return "", "", false
+	}
+	for _, item := range payload.Items {
+		if strings.TrimSpace(item.RecommendedAction) != "" || strings.TrimSpace(item.RiskLevel) != "" || item.TicketDraftReady {
+			return strings.TrimSpace(item.RecommendedAction), strings.TrimSpace(item.RiskLevel), item.TicketDraftReady
+		}
+	}
+	return "", "", false
+}
+
 func resolveAgentRunLogHITL(item *models.AgentRunLog) (status, statusName, summary string) {
 	if item == nil {
 		return "", "", ""
diff --git a/internal/pkg/dto/response/skill_response.go b/internal/pkg/dto/response/skill_response.go
index 16f4a96..f7f5b9f 100644
--- a/internal/pkg/dto/response/skill_response.go
+++ b/internal/pkg/dto/response/skill_response.go
@@ -42,34 +42,37 @@ type SkillDebugRunResponse struct {
 }
 
 type AgentRunLogResponse struct {
-	ID               int64  `json:"id"`
-	ConversationID   int64  `json:"conversationId"`
-	MessageID        int64  `json:"messageId"`
-	AIAgentID        int64  `json:"aiAgentId"`
-	AIConfigID       int64  `json:"aiConfigId"`
-	UserMessage      string `json:"userMessage"`
-	PlannedAction    string `json:"plannedAction"`
-	PlannedSkillCode string `json:"plannedSkillCode"`
-	PlannedSkillName string `json:"plannedSkillName"`
-	SkillRouteTrace  string `json:"skillRouteTrace"`
-	ToolSearchTrace  string `json:"toolSearchTrace"`
-	GraphToolTrace   string `json:"graphToolTrace"`
-	GraphToolCode    string `json:"graphToolCode"`
-	HandoffReason    string `json:"handoffReason"`
-	PlannedToolCode  string `json:"plannedToolCode"`
-	PlanReason       string `json:"planReason"`
-	InterruptType    string `json:"interruptType"`
-	ResumeSource     string `json:"resumeSource"`
-	HitlStatus       string `json:"hitlStatus"`
-	HitlStatusName   string `json:"hitlStatusName"`
-	HitlSummary      string `json:"hitlSummary"`
-	FinalAction      string `json:"finalAction"`
-	FinalStatus      string `json:"finalStatus"`
-	ReplyText        string `json:"replyText"`
-	ErrorMessage     string `json:"errorMessage"`
-	LatencyMs        int64  `json:"latencyMs"`
-	TraceData        string `json:"traceData"`
-	CreatedAt        string `json:"createdAt"`
+	ID                int64  `json:"id"`
+	ConversationID    int64  `json:"conversationId"`
+	MessageID         int64  `json:"messageId"`
+	AIAgentID         int64  `json:"aiAgentId"`
+	AIConfigID        int64  `json:"aiConfigId"`
+	UserMessage       string `json:"userMessage"`
+	PlannedAction     string `json:"plannedAction"`
+	PlannedSkillCode  string `json:"plannedSkillCode"`
+	PlannedSkillName  string `json:"plannedSkillName"`
+	SkillRouteTrace   string `json:"skillRouteTrace"`
+	ToolSearchTrace   string `json:"toolSearchTrace"`
+	GraphToolTrace    string `json:"graphToolTrace"`
+	GraphToolCode     string `json:"graphToolCode"`
+	RecommendedAction string `json:"recommendedAction"`
+	RiskLevel         string `json:"riskLevel"`
+	TicketDraftReady  bool   `json:"ticketDraftReady"`
+	HandoffReason     string `json:"handoffReason"`
+	PlannedToolCode   string `json:"plannedToolCode"`
+	PlanReason        string `json:"planReason"`
+	InterruptType     string `json:"interruptType"`
+	ResumeSource      string `json:"resumeSource"`
+	HitlStatus        string `json:"hitlStatus"`
+	HitlStatusName    string `json:"hitlStatusName"`
+	HitlSummary       string `json:"hitlSummary"`
+	FinalAction       string `json:"finalAction"`
+	FinalStatus       string `json:"finalStatus"`
+	ReplyText         string `json:"replyText"`
+	ErrorMessage      string `json:"errorMessage"`
+	LatencyMs         int64  `json:"latencyMs"`
+	TraceData         string `json:"traceData"`
+	CreatedAt         string `json:"createdAt"`
 }
 
 type AgentRunGraphSummaryResponse struct {
diff --git a/web/app/(console)/agent-run-logs/page.tsx b/web/app/(console)/agent-run-logs/page.tsx
index edfc834..3941d44 100644
--- a/web/app/(console)/agent-run-logs/page.tsx
+++ b/web/app/(console)/agent-run-logs/page.tsx
@@ -440,6 +440,13 @@ export default function DashboardAgentRunLogsPage() {
                             转人工原因：{item.handoffReason}
                           </div>
                         ) : null}
+                        {item.recommendedAction ? (
+                          <div className="line-clamp-1 text-xs text-muted-foreground">
+                            分流建议：{item.recommendedAction}
+                            {item.riskLevel ? ` / ${item.riskLevel} risk` : ""}
+                            {item.ticketDraftReady ? " / 草稿已就绪" : ""}
+                          </div>
+                        ) : null}
                       </div>
                     ) : (
                       "-"
@@ -529,6 +536,9 @@ export default function DashboardAgentRunLogsPage() {
                     `plannedSkillCode: ${activeLog.plannedSkillCode || "-"}`,
                     `plannedSkillName: ${activeLog.plannedSkillName || "-"}`,
                     `graphToolCode: ${activeLog.graphToolCode || "-"}`,
+                    `recommendedAction: ${activeLog.recommendedAction || "-"}`,
+                    `riskLevel: ${activeLog.riskLevel || "-"}`,
+                    `ticketDraftReady: ${activeLog.ticketDraftReady ? "true" : "false"}`,
                     `plannedToolCode: ${activeLog.plannedToolCode || "-"}`,
                     `planReason: ${activeLog.planReason || "-"}`,
                     `handoffReason: ${activeLog.handoffReason || "-"}`,
diff --git a/web/lib/api/admin.ts b/web/lib/api/admin.ts
index 2b778e3..c31313e 100644
--- a/web/lib/api/admin.ts
+++ b/web/lib/api/admin.ts
@@ -399,6 +399,9 @@ export type AgentRunLog = {
   toolSearchTrace: string
   graphToolTrace: string
   graphToolCode: string
+  recommendedAction: string
+  riskLevel: string
+  ticketDraftReady: boolean
   handoffReason: string
   plannedToolCode: string
   planReason: string