diff --git a/src/main/java/com/rj/common/PasswordUtil.java b/src/main/java/com/rj/common/PasswordUtil.java
index 2e92510..ceac288 100644
--- a/src/main/java/com/rj/common/PasswordUtil.java
+++ b/src/main/java/com/rj/common/PasswordUtil.java
@@ -106,6 +106,9 @@ public class PasswordUtil {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/common/ServiceManager.java b/src/main/java/com/rj/common/ServiceManager.java
index 8d90d8d..b89e968 100644
--- a/src/main/java/com/rj/common/ServiceManager.java
+++ b/src/main/java/com/rj/common/ServiceManager.java
@@ -90,6 +90,9 @@ public class ServiceManager {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/config/AliyunConfig.java b/src/main/java/com/rj/config/AliyunConfig.java
index 8ba097d..87e2faf 100644
--- a/src/main/java/com/rj/config/AliyunConfig.java
+++ b/src/main/java/com/rj/config/AliyunConfig.java
@@ -69,6 +69,9 @@ public class AliyunConfig {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/controller/sys/AuthController.java b/src/main/java/com/rj/controller/sys/AuthController.java
index 69541d9..9862abc 100644
--- a/src/main/java/com/rj/controller/sys/AuthController.java
+++ b/src/main/java/com/rj/controller/sys/AuthController.java
@@ -189,6 +189,9 @@ public class AuthController {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/controller/sys/MenuController.java b/src/main/java/com/rj/controller/sys/MenuController.java
index a6a87ca..e06e297 100644
--- a/src/main/java/com/rj/controller/sys/MenuController.java
+++ b/src/main/java/com/rj/controller/sys/MenuController.java
@@ -328,6 +328,9 @@ public class MenuController {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/controller/sys/RoleController.java b/src/main/java/com/rj/controller/sys/RoleController.java
index cfd788a..f8e9816 100644
--- a/src/main/java/com/rj/controller/sys/RoleController.java
+++ b/src/main/java/com/rj/controller/sys/RoleController.java
@@ -298,6 +298,9 @@ public class RoleController {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/controller/sys/UserRoleController.java b/src/main/java/com/rj/controller/sys/UserRoleController.java
index fea86ba..9e82b04 100644
--- a/src/main/java/com/rj/controller/sys/UserRoleController.java
+++ b/src/main/java/com/rj/controller/sys/UserRoleController.java
@@ -304,6 +304,9 @@ public class UserRoleController {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/dto/DifyWorkflowResponseDto.java b/src/main/java/com/rj/dto/DifyWorkflowResponseDto.java
index 9a2e4be..1252696 100644
--- a/src/main/java/com/rj/dto/DifyWorkflowResponseDto.java
+++ b/src/main/java/com/rj/dto/DifyWorkflowResponseDto.java
@@ -74,3 +74,6 @@ public class DifyWorkflowResponseDto {
 
 
 
+
+
+
diff --git a/src/main/java/com/rj/entity/CustomerProfileAnalysis.java b/src/main/java/com/rj/entity/CustomerProfileAnalysis.java
index a46946e..1aae990 100644
--- a/src/main/java/com/rj/entity/CustomerProfileAnalysis.java
+++ b/src/main/java/com/rj/entity/CustomerProfileAnalysis.java
@@ -51,6 +51,42 @@ public class CustomerProfileAnalysis {
     @TableField("dealer_code")
     private String dealerCode;
 
+    /**
+     * 经销商门店名称
+     */
+    @TableField("dealer_name")
+    private String dealerName;
+
+    /**
+     * 大区
+     */
+    @TableField("big_area")
+    private String bigArea;
+
+    /**
+     * 项目ID
+     */
+    @TableField("project_id")
+    private String projectId;
+
+    /**
+     * 项目名称
+     */
+    @TableField("project_name")
+    private String projectName;
+
+    /**
+     * 销售顾问ID
+     */
+    @TableField("sales_person_id")
+    private String salesPersonId;
+
+    /**
+     * 销售顾问姓名
+     */
+    @TableField("sales_person_name")
+    private String salesPersonName;
+
     /**
      * 商机ID
      */
diff --git a/src/main/java/com/rj/mapper/CustomerProfileAnalysisMapper.java b/src/main/java/com/rj/mapper/CustomerProfileAnalysisMapper.java
index 9d787b3..105538e 100644
--- a/src/main/java/com/rj/mapper/CustomerProfileAnalysisMapper.java
+++ b/src/main/java/com/rj/mapper/CustomerProfileAnalysisMapper.java
@@ -18,3 +18,6 @@ public interface CustomerProfileAnalysisMapper extends BaseMapper<CustomerProfil
 
 
 
+
+
+
diff --git a/src/main/java/com/rj/pojo/sys/LoginResponse.java b/src/main/java/com/rj/pojo/sys/LoginResponse.java
index 01a87a7..bf46ac4 100644
--- a/src/main/java/com/rj/pojo/sys/LoginResponse.java
+++ b/src/main/java/com/rj/pojo/sys/LoginResponse.java
@@ -55,6 +55,9 @@ public class LoginResponse {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/scheduler/AudioStatisticsScheduler.java b/src/main/java/com/rj/scheduler/AudioStatisticsScheduler.java
index adb2607..002596d 100644
--- a/src/main/java/com/rj/scheduler/AudioStatisticsScheduler.java
+++ b/src/main/java/com/rj/scheduler/AudioStatisticsScheduler.java
@@ -74,6 +74,9 @@ public class AudioStatisticsScheduler {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/scheduler/CustomerProfileMockInsertDataScheduler.java b/src/main/java/com/rj/scheduler/CustomerProfileMockInsertDataScheduler.java
new file mode 100644
index 0000000..559d611
--- /dev/null
+++ b/src/main/java/com/rj/scheduler/CustomerProfileMockInsertDataScheduler.java
@@ -0,0 +1,536 @@
+package com.rj.scheduler;
+
+import com.rj.entity.CustomerProfileAnalysis;
+import com.rj.service.biz.impl.CustomerProfileAnalysisServiceImpl;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.scheduling.annotation.Scheduled;
+import org.springframework.stereotype.Component;
+
+import java.time.LocalDateTime;
+import java.time.format.DateTimeFormatter;
+import java.util.concurrent.ThreadLocalRandom;
+
+/**
+ * 客户画像分析数据定时生成器
+ * 每天凌晨2:30插入模拟的客户画像分析数据
+ * 
+ * Author: 李中华  wx: spllzh  email(qq): 28668817@qq.com
+ * Date: 2025/1/3
+ */
+@Slf4j
+@Component
+public class CustomerProfileMockInsertDataScheduler {
+
+//    @Autowired
+//    private ICustomerProfileAnalysisService customerProfileAnalysisService;
+
+    @Autowired
+    CustomerProfileAnalysisServiceImpl customerProfileAnalysisService;;
+
+
+
+    // 项目数据 - 来自适配准真实.sql的project_management JSON
+    private static final String[][] PROJECTS = {
+        {"1957424785875087363", "奔驰C级销售项目"},
+        {"1957424785875087364", "奥迪A4L项目"},
+        {"1957424785875087365", "宝马3系项目"},
+        {"1957424785875087366", "雷克萨斯RX项目"},
+        {"1957424785875087367", "保时捷911项目"},
+        {"1957424785875087368", "威兹曼GT项目"}
+    };
+
+    // 销售顾问数据 - 来自适配准真实.sql的sales_management JSON
+    private static final String[][] SALES_PEOPLE = {
+        {"1957424800000000001", "张明"},
+        {"1957424800000000002", "李华"},
+        {"1957424800000000003", "王强"},
+        {"1957424800000000004", "刘芳"},
+        {"1957424800000000005", "陈军"},
+        {"1957424800000000006", "赵敏"},
+        {"1957424800000000007", "孙丽"},
+        {"1957424800000000008", "周涛"}
+    };
+
+    // 经销商门店数据 - 来自适配准真实.sql的经销商门店JSON
+    private static final String[][] DEALERSHIPS = {
+        {"1957424710587330562", "广州奔驰4S店"},
+        {"1957424711560409089", "北京奥迪4S店"},
+        {"1957424714953601026", "上海宝马4S店"},
+        {"1957424739267981313", "深圳雷克萨斯4S店"},
+        {"1957424740000000001", "成都保时捷4S店"},
+        {"1957424740000000017", "昆明威兹曼4S店"}
+    };
+
+    // 大区数据 - 确保数据分布均衡
+    private static final String[] BIG_AREAS = {
+        "华北区", "华东区", "华南区", "华中区", "西南区", "西北区", "东北区"
+    };
+
+    // 单向开口率数据 - 来自适配准真实.sql的单向开口率JSON
+    private static final String[][] OPENING_RATES = {
+        {"1957424800000000001", "沃尔沃M90续航亮点"},
+        {"1957424800000000002", "lexus RX350智能互联"},
+        {"1957424800000000003", "别克品牌主张"},
+        {"1957424800000000004", "lexusRX470刹车问题"}
+    };
+
+    // 客户姓名库
+    private static final String[] CUSTOMER_NAMES = {
+        "王小明", "李小红", "张伟", "刘敏", "陈强", "杨丽", "赵刚", "黄娟",
+        "周杰", "吴芳", "徐磊", "孙静", "马超", "朱琳", "胡军", "郭娜",
+        "何涛", "罗雪", "高飞", "梁梅", "宋波", "唐丽", "韩强", "冯敏",
+        "邓伟", "曹静", "彭军", "蒋娜", "薛涛", "方丽", "石强", "顾敏"
+    };
+
+    // 客户电话前缀
+    private static final String[] PHONE_PREFIXES = {
+        "138", "139", "150", "151", "152", "158", "159", "188", "189"
+    };
+
+    // 购买类型
+    private static final String[] PURCHASE_TYPES = {"新购", "置换", "增购"};
+
+    // 付款方式
+    private static final String[] PAYMENT_WAYS = {"贷款", "全款", "分期"};
+
+    // 竞品品牌
+    private static final String[] COMPETITOR_BRANDS = {"奔驰", "宝马", "奥迪", "雷克萨斯", "保时捷", "威兹曼"};
+
+    // 购车用途
+    private static final String[] VEHICLE_USAGES = {"家用", "商用", "代步"};
+
+    // 实际驾驶人
+    private static final String[] PRIMARY_DRIVERS = {"本人", "家人", "其他"};
+
+    // 教育水平
+    private static final String[] EDUCATION_LEVELS = {"高中", "大专", "本科", "硕士", "博士"};
+
+    // 家庭结构
+    private static final String[] FAMILY_COMPOSITIONS = {"单身", "已婚无子女", "已婚有子女", "离异"};
+
+    // 职业
+    private static final String[] JOB_TITLES = {"教师", "工程师", "医生", "律师", "销售", "经理", "公务员", "自由职业"};
+
+    // 企业性质
+    private static final String[] COMPANY_TYPES = {"民营企业", "国企", "外企", "事业单位", "政府机关"};
+
+    // 所属行业
+    private static final String[] INDUSTRY_SECTORS = {"教育", "互联网", "金融", "制造业", "医疗", "房地产", "零售", "服务业"};
+
+    // 兴趣点
+    private static final String[] INTEREST_FOCUSES = {"智能驾驶", "油耗", "空间", "外观", "内饰", "动力", "安全", "环保"};
+
+    // 顾虑点
+    private static final String[] CONCERN_POINTS = {"保养成本", "保值率", "维修费用", "保险费用", "充电便利性", "续航里程"};
+
+    // 情感倾向
+    private static final String[] EMOTION_TENDENCIES = {"积极", "中性", "消极"};
+
+    /**
+     * 每天凌晨2:30执行客户画像数据生成任务
+     */
+    @Scheduled(cron = "0 30 2 * * ?")
+    public void generateDailyCustomerProfileData() {
+        try {
+            log.info("开始执行客户画像数据生成任务...");
+            
+            // 生成昨天的数据
+            LocalDateTime yesterday = LocalDateTime.now().minusDays(1);
+            int count = generateCustomerProfileDataForDate(yesterday);
+            
+            log.info("客户画像数据生成任务执行完成，生成日期：{}，生成记录数：{}", 
+                    yesterday.format(DateTimeFormatter.ofPattern("yyyy-MM-dd")), count);
+
+            // 生成今天的数据
+            LocalDateTime today = LocalDateTime.now().minusDays(0);
+            int todayCount = generateCustomerProfileDataForDate(today);
+
+            log.info("客户画像数据生成任务执行完成，生成日期：{}，生成记录数：{}",
+                    today.format(DateTimeFormatter.ofPattern("yyyy-MM-dd")), todayCount);
+        } catch (Exception e) {
+            log.error("客户画像数据生成任务执行失败", e);
+        }
+    }
+
+    /**
+     * 为指定日期生成客户画像数据
+     * 
+     * @param date 要生成数据的日期
+     * @return 生成的记录数
+     */
+    public int generateCustomerProfileDataForDate(LocalDateTime date) {
+        try {
+            log.info("开始为日期 {} 生成客户画像数据", date.format(DateTimeFormatter.ofPattern("yyyy-MM-dd")));
+            
+            // 每天生成20-50条记录，确保数据分布均匀
+            int recordCount = ThreadLocalRandom.current().nextInt(30, 50);
+            int successCount = 0;
+            
+            for (int i = 0; i < recordCount; i++) {
+                try {
+                    CustomerProfileAnalysis analysis = createRandomCustomerProfileAnalysis(date);
+                    boolean result = customerProfileAnalysisService.save(analysis);
+                    if (result) {
+                        successCount++;
+                        log.debug("成功生成第{}条客户画像数据 - 客户：{}，门店：{}，项目：{}", 
+                                i + 1, analysis.getClientName(), analysis.getDealerName(), analysis.getProjectName());
+                    } else {
+                        log.warn("保存第{}条客户画像数据失败", i + 1);
+                    }
+                } catch (Exception e) {
+                    log.error("生成第{}条客户画像数据失败", i + 1, e);
+                }
+            }
+            
+            log.info("为日期 {} 生成客户画像数据完成，成功生成记录数：{}", 
+                    date.format(DateTimeFormatter.ofPattern("yyyy-MM-dd")), successCount);
+            return successCount;
+        } catch (Exception e) {
+            log.error("为日期 {} 生成客户画像数据失败", date.format(DateTimeFormatter.ofPattern("yyyy-MM-dd")), e);
+            throw e;
+        }
+    }
+
+    /**
+     * 创建随机的客户画像分析数据
+     * 
+     * @param baseDate 基础日期
+     * @return 客户画像分析对象
+     */
+    private CustomerProfileAnalysis createRandomCustomerProfileAnalysis(LocalDateTime baseDate) {
+        CustomerProfileAnalysis analysis = new CustomerProfileAnalysis();
+        ThreadLocalRandom random = ThreadLocalRandom.current();
+        
+        // 基础字段
+        analysis.setProfileAnalysisRecordId("AI_" + System.currentTimeMillis() + "_" + random.nextInt(1000, 9999));
+        analysis.setAnalysisSceneType(random.nextInt(1, 5)); // 1-4随机
+        analysis.setRelatedBusinessId("BIZ_" + System.currentTimeMillis() + "_" + random.nextInt(1000, 9999));
+        
+        // 随机选择经销商、项目、销售顾问、开口率，确保分布均匀
+        String[] dealership = DEALERSHIPS[random.nextInt(DEALERSHIPS.length)];
+        String[] project = PROJECTS[random.nextInt(PROJECTS.length)];
+        String[] salesPerson = SALES_PEOPLE[random.nextInt(SALES_PEOPLE.length)];
+        String[] openingRate = OPENING_RATES[random.nextInt(OPENING_RATES.length)];
+        
+        // 设置经销商信息
+        analysis.setDealerCode(dealership[0]);
+        analysis.setDealerName(dealership[1]);
+        analysis.setBigArea(BIG_AREAS[random.nextInt(BIG_AREAS.length)]);
+        
+        // 设置项目信息
+        analysis.setProjectId(project[0]);
+        analysis.setProjectName(project[1]);
+        
+        // 设置销售顾问信息
+        analysis.setSalesPersonId(salesPerson[0]);
+        analysis.setSalesPersonName(salesPerson[1]);
+        
+        // 生成唯一ID
+        long timestamp = System.currentTimeMillis();
+        int randomSuffix = random.nextInt(1000, 9999);
+        analysis.setOpportunityId("OPP_" + timestamp + "_" + randomSuffix);
+        analysis.setClientId("CLIENT_" + timestamp + "_" + randomSuffix);
+        
+        // 客户信息
+        analysis.setClientName(CUSTOMER_NAMES[random.nextInt(CUSTOMER_NAMES.length)]);
+        analysis.setClientPhone(generateRandomPhone());
+        
+        // 沟通时间 - 在基础日期的随机时间
+        LocalDateTime interactionTime = baseDate
+                .withHour(random.nextInt(9, 18)) // 9-17点
+                .withMinute(random.nextInt(0, 60))
+                .withSecond(random.nextInt(0, 60));
+        analysis.setInteractionDate(interactionTime);
+        
+        // 客户画像信息字段
+        analysis.setPurchaseDate(String.valueOf(random.nextInt(1, 91))); // 1-90天
+        analysis.setPurchaseType(PURCHASE_TYPES[random.nextInt(PURCHASE_TYPES.length)]);
+        analysis.setPaymentWay(PAYMENT_WAYS[random.nextInt(PAYMENT_WAYS.length)]);
+        analysis.setCompetitorBrand(COMPETITOR_BRANDS[random.nextInt(COMPETITOR_BRANDS.length)]);
+        analysis.setVehicleUsage(VEHICLE_USAGES[random.nextInt(VEHICLE_USAGES.length)]);
+        analysis.setPrimaryDriver(PRIMARY_DRIVERS[random.nextInt(PRIMARY_DRIVERS.length)]);
+        
+        // 预算范围
+        int budgetMin = random.nextInt(20, 100);
+        int budgetMax = budgetMin + random.nextInt(10, 50);
+        analysis.setBudgetRange(budgetMin + "-" + budgetMax + "万");
+        
+        // 教育水平
+        analysis.setEducationLevel(EDUCATION_LEVELS[random.nextInt(EDUCATION_LEVELS.length)]);
+        
+        // 家庭结构
+        analysis.setFamilyComposition(FAMILY_COMPOSITIONS[random.nextInt(FAMILY_COMPOSITIONS.length)]);
+        
+        // 月收入
+        int incomeMin = random.nextInt(5, 30);
+        int incomeMax = incomeMin + random.nextInt(5, 20);
+        analysis.setMonthlyIncome(incomeMin + "-" + incomeMax + "万");
+        
+        // 职业信息
+        analysis.setJobTitle(JOB_TITLES[random.nextInt(JOB_TITLES.length)]);
+        analysis.setCompanyType(COMPANY_TYPES[random.nextInt(COMPANY_TYPES.length)]);
+        analysis.setIndustrySector(INDUSTRY_SECTORS[random.nextInt(INDUSTRY_SECTORS.length)]);
+        
+        // 兴趣和顾虑
+        analysis.setInterestFocus(INTEREST_FOCUSES[random.nextInt(INTEREST_FOCUSES.length)]);
+        analysis.setConcernPoint(CONCERN_POINTS[random.nextInt(CONCERN_POINTS.length)]);
+        analysis.setPurchaseQualification(random.nextBoolean() ? "是" : "否");
+        
+        // 其他信息 - 利用新字段生成更详细的备注
+        analysis.setNotes(String.format("客户在%s门店咨询%s项目，销售顾问%s接待，关注点：%s，购车意向明确", 
+                dealership[1], project[1], salesPerson[1], openingRate[1]));
+        analysis.setCurrentBrand(COMPETITOR_BRANDS[random.nextInt(COMPETITOR_BRANDS.length)]);
+        analysis.setHomeAddress(generateRandomAddress());
+        analysis.setFamilySize(String.valueOf(random.nextInt(1, 6))); // 1-5人
+        analysis.setHobby("运动、旅游、音乐");
+        
+        // 实体情感分析字段 - 随机生成情感倾向
+        generateEntityEmotions(analysis, random);
+        
+        // 系统字段
+        LocalDateTime now = LocalDateTime.now();
+        analysis.setCreatedAt(now);
+        analysis.setUpdatedAt(now);
+        analysis.setRecordVersion(0);
+        analysis.setIsDeleted(0);
+        analysis.setCreateSqlby("sched");  // 限制在8个字符以内
+        analysis.setUpdateSqlby("sched");  // 限制在8个字符以内
+        
+        // 数据验证
+        validateCustomerProfileAnalysis(analysis);
+        
+        // 调试日志 - 输出生成的数据信息
+        log.debug("生成客户画像数据完成 - ID: {}, 客户: {}, 门店: {}, 项目: {}, 销售顾问: {}", 
+                analysis.getId(), analysis.getClientName(), analysis.getDealerName(), 
+                analysis.getProjectName(), analysis.getSalesPersonName());
+        
+        return analysis;
+    }
+
+    /**
+     * 生成实体情感分析数据
+     */
+    private void generateEntityEmotions(CustomerProfileAnalysis analysis, ThreadLocalRandom random) {
+        String[] emotions = EMOTION_TENDENCIES;
+        String[] reasons = {"客户对此方面表示满意", "客户对此方面持中性态度", "客户对此方面存在疑虑"};
+        
+        // 品牌情感
+        int brandEmotion = random.nextInt(emotions.length);
+        analysis.setEntityBrand(emotions[brandEmotion]);
+        analysis.setEntityBrandReason(reasons[brandEmotion]);
+        
+        // 外观设计情感
+        int designEmotion = random.nextInt(emotions.length);
+        analysis.setEntityDesign(emotions[designEmotion]);
+        analysis.setEntityDesignReason(reasons[designEmotion]);
+        
+        // 颜色情感
+        int colorEmotion = random.nextInt(emotions.length);
+        analysis.setEntityColor(emotions[colorEmotion]);
+        analysis.setEntityColorReason(reasons[colorEmotion]);
+        
+        // 尺寸情感
+        int sizeEmotion = random.nextInt(emotions.length);
+        analysis.setEntitySize(emotions[sizeEmotion]);
+        analysis.setEntitySizeReason(reasons[sizeEmotion]);
+        
+        // 空间情感
+        int spaceEmotion = random.nextInt(emotions.length);
+        analysis.setEntitySpace(emotions[spaceEmotion]);
+        analysis.setEntitySpaceReason(reasons[spaceEmotion]);
+        
+        // 内饰情感
+        int interiorEmotion = random.nextInt(emotions.length);
+        analysis.setEntityInterior(emotions[interiorEmotion]);
+        analysis.setEntityInteriorReason(reasons[interiorEmotion]);
+        
+        // 音响情感
+        int audioEmotion = random.nextInt(emotions.length);
+        analysis.setEntityAudio(emotions[audioEmotion]);
+        analysis.setEntityAudioReason(reasons[audioEmotion]);
+        
+        // 车机情感
+        int ivinfoEmotion = random.nextInt(emotions.length);
+        analysis.setEntityIvinfo(emotions[ivinfoEmotion]);
+        analysis.setEntityIvinfoReason(reasons[ivinfoEmotion]);
+        
+        // 智驾情感
+        int fsdEmotion = random.nextInt(emotions.length);
+        analysis.setEntityFsd(emotions[fsdEmotion]);
+        analysis.setEntityFsdReason(reasons[fsdEmotion]);
+        
+        // 续航情感
+        int mileageEmotion = random.nextInt(emotions.length);
+        analysis.setEntityMileage(emotions[mileageEmotion]);
+        analysis.setEntityMileageReason(reasons[mileageEmotion]);
+        
+        // 安全情感
+        int safetyEmotion = random.nextInt(emotions.length);
+        analysis.setEntitySafety(emotions[safetyEmotion]);
+        analysis.setEntitySafetyReason(reasons[safetyEmotion]);
+        
+        // 环保情感
+        int ecoEmotion = random.nextInt(emotions.length);
+        analysis.setEntityEco(emotions[ecoEmotion]);
+        analysis.setEntityEcoReason(reasons[ecoEmotion]);
+        
+        // 绿牌/路权情感
+        int liscenseEmotion = random.nextInt(emotions.length);
+        analysis.setEntityLiscense(emotions[liscenseEmotion]);
+        analysis.setEntityLiscenseReason(reasons[liscenseEmotion]);
+        
+        // 价格情感
+        int priceEmotion = random.nextInt(emotions.length);
+        analysis.setEntityPrice(emotions[priceEmotion]);
+        analysis.setEntityPriceReason(reasons[priceEmotion]);
+        
+        // 购车权益情感
+        int benefitEmotion = random.nextInt(emotions.length);
+        analysis.setEntityBenefit(emotions[benefitEmotion]);
+        analysis.setEntityBenefitReason(reasons[benefitEmotion]);
+        
+        // 用车成本情感
+        int costEmotion = random.nextInt(emotions.length);
+        analysis.setEntityCost(emotions[costEmotion]);
+        analysis.setEntityCostReason(reasons[costEmotion]);
+        
+        // 性价比情感
+        int valueEmotion = random.nextInt(emotions.length);
+        analysis.setEntityValue(emotions[valueEmotion]);
+        analysis.setEntityValueReason(reasons[valueEmotion]);
+        
+        // 动力情感
+        int powerEmotion = random.nextInt(emotions.length);
+        analysis.setEntityPower(emotions[powerEmotion]);
+        analysis.setEntityPowerReason(reasons[powerEmotion]);
+        
+        // 操控情感
+        int controlEmotion = random.nextInt(emotions.length);
+        analysis.setEntityControl(emotions[controlEmotion]);
+        analysis.setEntityControlReason(reasons[controlEmotion]);
+        
+        // 置换政策情感
+        int tradeinEmotion = random.nextInt(emotions.length);
+        analysis.setEntityTradein(emotions[tradeinEmotion]);
+        analysis.setEntityTradeinReason(reasons[tradeinEmotion]);
+        
+        // 金融方案情感
+        int financeEmotion = random.nextInt(emotions.length);
+        analysis.setEntityFinance(emotions[financeEmotion]);
+        analysis.setEntityFinanceReason(reasons[financeEmotion]);
+        
+        // 质保情感
+        int warrantyEmotion = random.nextInt(emotions.length);
+        analysis.setEntityWarranty(emotions[warrantyEmotion]);
+        analysis.setEntityWarrantyReason(reasons[warrantyEmotion]);
+        
+        // 交付时间情感
+        int deliveryEmotion = random.nextInt(emotions.length);
+        analysis.setEntityDelivery(emotions[deliveryEmotion]);
+        analysis.setEntityDeliveryReason(reasons[deliveryEmotion]);
+    }
+
+    /**
+     * 验证客户画像分析数据的完整性
+     * 
+     * @param analysis 客户画像分析对象
+     */
+    private void validateCustomerProfileAnalysis(CustomerProfileAnalysis analysis) {
+        if (analysis == null) {
+            throw new IllegalArgumentException("客户画像分析对象不能为空");
+        }
+        
+        // 验证必填字段
+        if (analysis.getProfileAnalysisRecordId() == null || analysis.getProfileAnalysisRecordId().trim().isEmpty()) {
+            throw new IllegalArgumentException("AI分析记录ID不能为空");
+        }
+        
+        if (analysis.getDealerCode() == null || analysis.getDealerCode().trim().isEmpty()) {
+            throw new IllegalArgumentException("经销商编码不能为空");
+        }
+        
+        if (analysis.getDealerName() == null || analysis.getDealerName().trim().isEmpty()) {
+            throw new IllegalArgumentException("经销商门店名称不能为空");
+        }
+        
+        if (analysis.getProjectId() == null || analysis.getProjectId().trim().isEmpty()) {
+            throw new IllegalArgumentException("项目ID不能为空");
+        }
+        
+        if (analysis.getProjectName() == null || analysis.getProjectName().trim().isEmpty()) {
+            throw new IllegalArgumentException("项目名称不能为空");
+        }
+        
+        if (analysis.getSalesPersonId() == null || analysis.getSalesPersonId().trim().isEmpty()) {
+            throw new IllegalArgumentException("销售顾问ID不能为空");
+        }
+        
+        if (analysis.getSalesPersonName() == null || analysis.getSalesPersonName().trim().isEmpty()) {
+            throw new IllegalArgumentException("销售顾问姓名不能为空");
+        }
+        
+        if (analysis.getClientName() == null || analysis.getClientName().trim().isEmpty()) {
+            throw new IllegalArgumentException("客户姓名不能为空");
+        }
+        
+        if (analysis.getClientPhone() == null || analysis.getClientPhone().trim().isEmpty()) {
+            throw new IllegalArgumentException("客户电话不能为空");
+        }
+        
+        if (analysis.getInteractionDate() == null) {
+            throw new IllegalArgumentException("沟通时间不能为空");
+        }
+        
+        log.debug("客户画像分析数据验证通过 - 客户：{}，门店：{}，项目：{}，销售顾问：{}", 
+                analysis.getClientName(), analysis.getDealerName(), 
+                analysis.getProjectName(), analysis.getSalesPersonName());
+    }
+
+    /**
+     * 生成随机手机号
+     */
+    private String generateRandomPhone() {
+        ThreadLocalRandom random = ThreadLocalRandom.current();
+        String prefix = PHONE_PREFIXES[random.nextInt(PHONE_PREFIXES.length)];
+        StringBuilder phone = new StringBuilder(prefix);
+        for (int i = 0; i < 8; i++) {
+            phone.append(random.nextInt(0, 10));
+        }
+        return phone.toString();
+    }
+
+    /**
+     * 生成随机地址
+     */
+    private String generateRandomAddress() {
+        String[] cities = {"北京市", "上海市", "广州市", "深圳市", "成都市", "杭州市", "南京市", "武汉市"};
+        String[] districts = {"朝阳区", "海淀区", "西城区", "东城区", "丰台区", "石景山区", "通州区", "昌平区"};
+        ThreadLocalRandom random = ThreadLocalRandom.current();
+        
+        String city = cities[random.nextInt(cities.length)];
+        String district = districts[random.nextInt(districts.length)];
+        String street = "某某街道" + random.nextInt(1, 100) + "号";
+        
+        return city + district + street;
+    }
+
+    /**
+     * 手动触发数据生成任务（用于测试或补录数据）
+     * 
+     * @param date 要生成数据的日期
+     * @return 生成的记录数
+     */
+    public int manualGenerateData(LocalDateTime date) {
+        try {
+            log.info("手动执行客户画像数据生成任务，生成日期：{}", date.format(DateTimeFormatter.ofPattern("yyyy-MM-dd")));
+            int count = generateCustomerProfileDataForDate(date);
+            log.info("手动客户画像数据生成任务执行完成，生成日期：{}，生成记录数：{}", 
+                    date.format(DateTimeFormatter.ofPattern("yyyy-MM-dd")), count);
+            return count;
+        } catch (Exception e) {
+            log.error("手动客户画像数据生成任务执行失败，生成日期：{}", date.format(DateTimeFormatter.ofPattern("yyyy-MM-dd")), e);
+            throw e;
+        }
+    }
+}
diff --git a/src/main/java/com/rj/scheduler/CustomerProfileStatisticScheduler.java b/src/main/java/com/rj/scheduler/CustomerProfileStatisticScheduler.java
deleted file mode 100644
index e8a9474..0000000
--- a/src/main/java/com/rj/scheduler/CustomerProfileStatisticScheduler.java
+++ /dev/null
@@ -1,8 +0,0 @@
-package com.rj.scheduler;
-
-/**
- * Author: 李中华  wx: spllzh  email(qq): 28668817@qq.com
- * Date: 2025/9/20 9:30
- **/
-public class CustomerProfileStatisticScheduler {
-}
diff --git a/src/main/java/com/rj/service/biz/ICustomerProfileAnalysisService.java b/src/main/java/com/rj/service/biz/ICustomerProfileAnalysisService.java
index 817e857..3edbeb7 100644
--- a/src/main/java/com/rj/service/biz/ICustomerProfileAnalysisService.java
+++ b/src/main/java/com/rj/service/biz/ICustomerProfileAnalysisService.java
@@ -39,3 +39,6 @@ public interface ICustomerProfileAnalysisService extends IService<CustomerProfil
 
 
 
+
+
+
diff --git a/src/main/java/com/rj/service/biz/impl/CustomerProfileAnalysisServiceImpl.java b/src/main/java/com/rj/service/biz/impl/CustomerProfileAnalysisServiceImpl.java
index fdcbc0f..0093123 100644
--- a/src/main/java/com/rj/service/biz/impl/CustomerProfileAnalysisServiceImpl.java
+++ b/src/main/java/com/rj/service/biz/impl/CustomerProfileAnalysisServiceImpl.java
@@ -22,9 +22,12 @@ public class CustomerProfileAnalysisServiceImpl extends ServiceImpl<CustomerProf
     @Override
     public boolean saveCustomerProfileAnalysis(CustomerProfileAnalysis analysis) {
         try {
+            log.info("保存客户画像分析结果开始，参数：{}", analysis);
             boolean result = this.save(analysis);
             if (result) {
                 log.info("客户画像分析结果保存成功，ID: {}", analysis.getId());
+                CustomerProfileAnalysis ai17583471414673961 = this.getByProfileAnalysisRecordId(analysis.getProfileAnalysisRecordId());
+                log.info("获取AI_1758347141467_3961结果：{}", ai17583471414673961);
             } else {
                 log.error("客户画像分析结果保存失败");
             }
@@ -71,3 +74,6 @@ public class CustomerProfileAnalysisServiceImpl extends ServiceImpl<CustomerProf
 
 
 
+
+
+
diff --git a/src/main/java/com/rj/service/sys/IMenuService.java b/src/main/java/com/rj/service/sys/IMenuService.java
index c47c8fb..ab90a6d 100644
--- a/src/main/java/com/rj/service/sys/IMenuService.java
+++ b/src/main/java/com/rj/service/sys/IMenuService.java
@@ -37,6 +37,9 @@ public interface IMenuService extends IService<Menu> {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/service/sys/IUserRoleService.java b/src/main/java/com/rj/service/sys/IUserRoleService.java
index 9effbab..bc2111a 100644
--- a/src/main/java/com/rj/service/sys/IUserRoleService.java
+++ b/src/main/java/com/rj/service/sys/IUserRoleService.java
@@ -37,6 +37,9 @@ public interface IUserRoleService extends IService<UserRole> {
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/service/sys/impl/MenuServiceImpl.java b/src/main/java/com/rj/service/sys/impl/MenuServiceImpl.java
index e1438e1..3826eca 100644
--- a/src/main/java/com/rj/service/sys/impl/MenuServiceImpl.java
+++ b/src/main/java/com/rj/service/sys/impl/MenuServiceImpl.java
@@ -41,6 +41,9 @@ public class MenuServiceImpl extends ServiceImpl<MenuMapper, Menu> implements IM
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/service/sys/impl/RoleServiceImpl.java b/src/main/java/com/rj/service/sys/impl/RoleServiceImpl.java
index 509b3be..1f7cfe4 100644
--- a/src/main/java/com/rj/service/sys/impl/RoleServiceImpl.java
+++ b/src/main/java/com/rj/service/sys/impl/RoleServiceImpl.java
@@ -41,6 +41,9 @@ public class RoleServiceImpl extends ServiceImpl<RoleMapper, Role> implements IR
 
 
 
+
+
+
 
 
 
diff --git a/src/main/java/com/rj/service/sys/impl/UserRoleServiceImpl.java b/src/main/java/com/rj/service/sys/impl/UserRoleServiceImpl.java
index 2ba1149..4f7b92a 100644
--- a/src/main/java/com/rj/service/sys/impl/UserRoleServiceImpl.java
+++ b/src/main/java/com/rj/service/sys/impl/UserRoleServiceImpl.java
@@ -41,6 +41,9 @@ public class UserRoleServiceImpl extends ServiceImpl<UserRoleMapper, UserRole> i
 
 
 
+
+
+
 
 
 
diff --git a/src/main/resources/application-audio.yml b/src/main/resources/application-audio.yml
index 85796e4..47a93f8 100644
--- a/src/main/resources/application-audio.yml
+++ b/src/main/resources/application-audio.yml
@@ -51,6 +51,9 @@ spring:
 
 
 
+
+
+
 
 
 
diff --git a/src/main/resources/customer-profile-analysis-example.json b/src/main/resources/customer-profile-analysis-example.json
index 6442b17..e979b3f 100644
--- a/src/main/resources/customer-profile-analysis-example.json
+++ b/src/main/resources/customer-profile-analysis-example.json
@@ -11,3 +11,6 @@
 
 
 
+
+
+
diff --git a/src/main/resources/mapper/AudioManagementStatisticsMapper.xml b/src/main/resources/mapper/AudioManagementStatisticsMapper.xml
index de0d8ed..6943533 100644
--- a/src/main/resources/mapper/AudioManagementStatisticsMapper.xml
+++ b/src/main/resources/mapper/AudioManagementStatisticsMapper.xml
@@ -27,6 +27,9 @@
 
 
 
+
+
+
 
 
 
diff --git a/src/main/sql/customer_profile_analysis.sql b/src/main/sql/customer_profile_analysis.sql
index 043deed..547c8ce 100644
--- a/src/main/sql/customer_profile_analysis.sql
+++ b/src/main/sql/customer_profile_analysis.sql
@@ -1,3 +1,7 @@
+
+-- customer_profile_analysis.sql
+
+
 CREATE TABLE `customer_business`.`customer_profile_analysis` (
   `id`                      VARCHAR(36)        NOT NULL                COMMENT '主键UUID',
   `profile_analysis_record_id` VARCHAR(255)       NOT NULL                COMMENT 'AI分析记录ID',
@@ -5,6 +9,11 @@ CREATE TABLE `customer_business`.`customer_profile_analysis` (
   `interaction_date`          DATETIME           NOT NULL                COMMENT '沟通时间：AI通话录音-通话开始时间 企微会话-语料消息截至时间 面谈-语料消息截至时间',
   `related_business_id`       VARCHAR(255)       NOT NULL                COMMENT '业务ID：根据分析不同传不同的值 1-unionId 2-通话ID 3-客流ID 4-试驾ID',
   `dealer_code`               VARCHAR(36)                 DEFAULT NULL   COMMENT '经销商编码',
+  `dealer_name`               VARCHAR(100)                DEFAULT NULL   COMMENT '经销商门店名称',
+  `project_id`                VARCHAR(36)                 DEFAULT NULL   COMMENT '项目ID',
+  `project_name`              VARCHAR(100)                DEFAULT NULL   COMMENT '项目名称',
+  `sales_person_id`           VARCHAR(36)                 DEFAULT NULL   COMMENT '销售顾问ID',
+  `sales_person_name`         VARCHAR(50)                 DEFAULT NULL   COMMENT '销售顾问姓名',
   `opportunity_id`            VARCHAR(36)                 DEFAULT NULL   COMMENT '商机ID',
   `client_id`                 VARCHAR(36)                 DEFAULT NULL   COMMENT '客户ID',
   `client_name`               VARCHAR(100)                DEFAULT NULL   COMMENT '客户姓名',
diff --git a/src/main/sql/customer_profile_analysis_table_fields_classification.md b/src/main/sql/customer_profile_analysis_table_fields_classification.md
new file mode 100644
index 0000000..77fd685
--- /dev/null
+++ b/src/main/sql/customer_profile_analysis_table_fields_classification.md
@@ -0,0 +1,192 @@
+# Customer Profile Analysis 表字段分类
+
+## 1. 主键和基础标识字段 (Primary Key & Basic Identity Fields)
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `id` | VARCHAR(36) | NOT NULL | 主键UUID |
+| `profile_analysis_record_id` | VARCHAR(255) | NOT NULL | AI分析记录ID |
+| `analysis_scene_type` | TINYINT UNSIGNED | NOT NULL | 分析类型：1-企微会话 2-AI通话录音 3-AI铭牌(客流) 4-AI铭牌(试驾) |
+| `related_business_id` | VARCHAR(255) | NOT NULL | 业务ID：根据分析不同传不同的值 1-unionId 2-通话ID 3-客流ID 4-试驾ID |
+
+## 2. 时间相关字段 (Time Related Fields)
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `interaction_date` | DATETIME | NOT NULL | 沟通时间：AI通话录音-通话开始时间 企微会话-语料消息截至时间 面谈-语料消息截至时间 |
+| `created_at` | DATETIME | NOT NULL | 创建时间 |
+| `updated_at` | DATETIME | NOT NULL | 更新时间 |
+
+## 3. 经销商和组织信息字段 (Dealer & Organization Fields)
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `dealer_code` | VARCHAR(36) | NULL | 经销商编码 |
+| `dealer_name` | VARCHAR(100) | NULL | 经销商门店名称 |
+| `big_area` | VARCHAR(50) | NULL | 大区 |
+| `project_id` | VARCHAR(36) | NULL | 项目ID |
+| `project_name` | VARCHAR(100) | NULL | 项目名称 |
+
+## 4. 销售团队信息字段 (Sales Team Fields)
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `sales_person_id` | VARCHAR(36) | NULL | 销售顾问ID |
+| `sales_person_name` | VARCHAR(50) | NULL | 销售顾问姓名 |
+
+## 5. 商机和客户信息字段 (Opportunity & Customer Fields)
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `opportunity_id` | VARCHAR(36) | NULL | 商机ID |
+| `client_id` | VARCHAR(36) | NULL | 客户ID |
+| `client_name` | VARCHAR(100) | NULL | 客户姓名 |
+| `client_phone` | VARCHAR(20) | NULL | 客户电话 |
+
+## 6. 购车意向信息字段 (Purchase Intention Fields)
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `purchase_date` | VARCHAR(50) | NULL | 预购日期（示例值：天数） |
+| `purchase_type` | VARCHAR(20) | NULL | 购买类型（示例值：新购/置换/增购） |
+| `payment_way` | VARCHAR(20) | NULL | 付款方式（示例值：贷款/全款/分期） |
+| `competitor_brand` | VARCHAR(50) | NULL | 竞品品牌（示例值：奔驰/宝马/奥迪） |
+| `vehicle_usage` | VARCHAR(20) | NULL | 购车用途（示例值：家用/商用/代步） |
+| `primary_driver` | VARCHAR(20) | NULL | 实际驾驶人（示例值：本人/家人/其他） |
+| `budget_range` | VARCHAR(50) | NULL | 购车预算（示例值：具体预算范围） |
+| `purchase_qualification` | VARCHAR(10) | NULL | 购车资质（示例值：是否） |
+
+## 7. 客户个人背景信息字段 (Customer Background Fields)
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `education_level` | VARCHAR(20) | NULL | 教育水平（示例值：本科/硕士/高中） |
+| `family_composition` | VARCHAR(50) | NULL | 家庭结构（示例值：已婚有子女/单身） |
+| `monthly_income` | VARCHAR(50) | NULL | 家庭月收入（示例值：具体收入区间） |
+| `job_title` | VARCHAR(50) | NULL | 职业（示例值：教师/工程师/医生） |
+| `company_type` | VARCHAR(50) | NULL | 企业性质（示例值：民营企业/国企/外企） |
+| `industry_sector` | VARCHAR(50) | NULL | 所属行业（示例值：教育/互联网/金融） |
+| `home_address` | VARCHAR(200) | NULL | 详细地址（非枚举，示例值） |
+| `family_size` | VARCHAR(10) | NULL | 家庭人数（非枚举，示例值） |
+| `hobby` | VARCHAR(200) | NULL | 个人爱好（非枚举，示例值） |
+
+## 8. 客户关注点和偏好字段 (Customer Focus & Preference Fields)
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `interest_focus` | VARCHAR(200) | NULL | 兴趣点（示例值：智能驾驶/油耗/空间） |
+| `concern_point` | VARCHAR(200) | NULL | 顾虑点（示例值：保养成本/保值率） |
+| `current_brand` | VARCHAR(50) | NULL | 保有品牌（非枚举，示例值） |
+
+## 9. 备注和扩展信息字段 (Notes & Extended Information Fields)
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `notes` | VARCHAR(500) | NULL | 备注（非枚举，保留名称） |
+
+## 10. 实体情感分析字段 (Entity Sentiment Analysis Fields)
+
+### 10.1 品牌和设计相关情感
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `entity_brand` | VARCHAR(10) | NULL | 品牌情感倾向：积极/中性/消极 |
+| `entity_brand_reason` | VARCHAR(500) | NULL | 品牌情感倾向原因 |
+| `entity_design` | VARCHAR(10) | NULL | 外观设计情感倾向：积极/中性/消极 |
+| `entity_design_reason` | VARCHAR(500) | NULL | 外观设计情感倾向原因 |
+| `entity_color` | VARCHAR(10) | NULL | 颜色情感倾向：积极/中性/消极 |
+| `entity_color_reason` | VARCHAR(500) | NULL | 颜色情感倾向原因 |
+
+### 10.2 车辆尺寸和空间相关情感
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `entity_size` | VARCHAR(10) | NULL | 尺寸情感倾向：积极/中性/消极 |
+| `entity_size_reason` | VARCHAR(500) | NULL | 尺寸情感倾向原因 |
+| `entity_space` | VARCHAR(10) | NULL | 空间情感倾向：积极/中性/消极 |
+| `entity_space_reason` | VARCHAR(500) | NULL | 空间情感倾向原因 |
+
+### 10.3 内饰和配置相关情感
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `entity_interior` | VARCHAR(10) | NULL | 内饰情感倾向：积极/中性/消极 |
+| `entity_interior_reason` | VARCHAR(500) | NULL | 内饰情感倾向原因 |
+| `entity_audio` | VARCHAR(10) | NULL | 音响情感倾向：积极/中性/消极 |
+| `entity_audio_reason` | VARCHAR(500) | NULL | 音响情感倾向原因 |
+| `entity_ivinfo` | VARCHAR(10) | NULL | 车机情感倾向：积极/中性/消极 |
+| `entity_ivinfo_reason` | VARCHAR(500) | NULL | 车机情感倾向原因 |
+
+### 10.4 智能驾驶和续航相关情感
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `entity_fsd` | VARCHAR(10) | NULL | 智驾情感倾向：积极/中性/消极 |
+| `entity_fsd_reason` | VARCHAR(500) | NULL | 智驾情感倾向原因 |
+| `entity_mileage` | VARCHAR(10) | NULL | 续航情感倾向：积极/中性/消极 |
+| `entity_mileage_reason` | VARCHAR(500) | NULL | 续航情感倾向原因 |
+
+### 10.5 安全和环保相关情感
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `entity_safety` | VARCHAR(10) | NULL | 安全情感倾向：积极/中性/消极 |
+| `entity_safety_reason` | VARCHAR(500) | NULL | 安全情感倾向原因 |
+| `entity_eco` | VARCHAR(10) | NULL | 环保情感倾向：积极/中性/消极 |
+| `entity_eco_reason` | VARCHAR(500) | NULL | 环保情感倾向原因 |
+| `entity_liscense` | VARCHAR(10) | NULL | 绿牌/路权情感倾向：积极/中性/消极 |
+| `entity_liscense_reason` | VARCHAR(500) | NULL | 绿牌/路权情感倾向原因 |
+
+### 10.6 价格和成本相关情感
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `entity_price` | VARCHAR(10) | NULL | 价格情感倾向：积极/中性/消极 |
+| `entity_price_reason` | VARCHAR(500) | NULL | 价格情感倾向原因 |
+| `entity_benefit` | VARCHAR(10) | NULL | 购车权益情感倾向：积极/中性/消极 |
+| `entity_benefit_reason` | VARCHAR(500) | NULL | 购车权益情感倾向原因 |
+| `entity_cost` | VARCHAR(10) | NULL | 用车成本情感倾向：积极/中性/消极 |
+| `entity_cost_reason` | VARCHAR(500) | NULL | 用车成本情感倾向原因 |
+| `entity_value` | VARCHAR(10) | NULL | 性价比情感倾向：积极/中性/消极 |
+| `entity_value_reason` | VARCHAR(500) | NULL | 性价比情感倾向原因 |
+
+### 10.7 动力和操控相关情感
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `entity_power` | VARCHAR(10) | NULL | 动力情感倾向：积极/中性/消极 |
+| `entity_power_reason` | VARCHAR(500) | NULL | 动力情感倾向原因 |
+| `entity_control` | VARCHAR(10) | NULL | 操控情感倾向：积极/中性/消极 |
+| `entity_control_reason` | VARCHAR(500) | NULL | 操控情感倾向原因 |
+
+### 10.8 服务和政策相关情感
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `entity_tradein` | VARCHAR(10) | NULL | 置换政策情感倾向：积极/中性/消极 |
+| `entity_tradein_reason` | VARCHAR(500) | NULL | 置换政策情感倾向原因 |
+| `entity_finance` | VARCHAR(10) | NULL | 金融方案情感倾向：积极/中性/消极 |
+| `entity_finance_reason` | VARCHAR(500) | NULL | 金融方案情感倾向原因 |
+| `entity_warranty` | VARCHAR(10) | NULL | 质保情感倾向：积极/中性/消极 |
+| `entity_warranty_reason` | VARCHAR(500) | NULL | 质保情感倾向原因 |
+| `entity_delivery` | VARCHAR(10) | NULL | 交付时间情感倾向：积极/中性/消极 |
+| `entity_delivery_reason` | VARCHAR(500) | NULL | 交付时间情感倾向原因 |
+
+## 11. 系统管理字段 (System Management Fields)
+| 字段名 | 类型 | 是否必填 | 说明 |
+|--------|------|----------|------|
+| `created_by` | VARCHAR(36) | NULL | 创建人id |
+| `updated_by` | VARCHAR(36) | NULL | 更新人id |
+| `create_sqlby` | VARCHAR(8) | NULL | 创建sql人 |
+| `update_sqlby` | VARCHAR(8) | NULL | 更新人sql人 |
+| `record_version` | TINYINT UNSIGNED | DEFAULT 0 | 版本号(乐观锁) |
+| `is_deleted` | TINYINT UNSIGNED | NOT NULL DEFAULT 0 | 是否删除 |
+
+## 字段分类总结
+
+### 按功能分类：
+1. **基础标识字段** (4个)：主键、分析记录ID、分析类型、业务ID
+2. **时间字段** (3个)：交互时间、创建时间、更新时间
+3. **组织架构字段** (5个)：经销商、大区、项目信息
+4. **人员信息字段** (2个)：销售顾问信息
+5. **客户信息字段** (4个)：商机、客户基本信息
+6. **购车意向字段** (8个)：购车相关的意向和偏好
+7. **客户背景字段** (8个)：个人背景和社会属性
+8. **关注偏好字段** (3个)：兴趣点和顾虑点
+9. **备注字段** (1个)：扩展备注信息
+10. **情感分析字段** (46个)：各种实体的情感倾向和原因
+11. **系统管理字段** (6个)：审计和版本控制
+
+### 按数据来源分类：
+- **系统生成字段**：id、created_at、updated_at、record_version、is_deleted
+- **业务输入字段**：大部分业务相关字段
+- **AI分析字段**：所有entity_*字段
+- **用户输入字段**：客户基本信息、购车意向等
+
+### 按更新频率分类：
+- **静态字段**：客户背景信息、组织架构信息
+- **动态字段**：情感分析结果、购车意向
+- **系统字段**：时间戳、版本号等
diff --git a/src/main/sql/适配准真实.sql b/src/main/sql/适配准真实.sql
index fac14e3..0ef0f27 100644
--- a/src/main/sql/适配准真实.sql
+++ b/src/main/sql/适配准真实.sql
@@ -1,4 +1,6 @@
-适配项目的JSON：
+filename： 适配准真实.sql
+
+适配项目的JSON--开始
 {
   "project_management": [
     {
@@ -27,8 +29,13 @@
     }
   ]
 }
+适配项目的JSON--结束
 
-适配销售顾问的JSON：
+
+
+
+
+适配销售顾问的JSON--开始
 {
   "sales_management": [
     {
@@ -65,12 +72,15 @@
     }
   ]
 }
+适配销售顾问的JSON--结束
 
-
-适配经销商门店的JSON*
+适配经销商门店的JSON ---开始
 {'1957424710587330562', '广州奔驰4S店'},{'1957424711560409089', '北京奥迪4S店'},{'1957424714953601026', '上海宝马4S店'},{'1957424739267981313', '深圳雷克萨斯4S店'},{'1957424740000000001', '成都保时捷4S店'},{'1957424740000000017', '昆明威兹曼4S店'},{}
+适配经销商门店的JSON --结束
 
-适配单向开口率的JSON：
+
+
+适配单向开口率的JSON--开始
 {
     {
             "id": "1957424800000000001","name":"沃尔沃M90续航亮点"
@@ -85,7 +95,7 @@
             "id": "1957424800000000004","name":"lexusRX470刹车问题"
     }
 }
-
+适配单向开口率的JSON--结束
 
 
 
diff --git a/src/test/java/com/rj/service/DifyWorkflowServiceTest.java b/src/test/java/com/rj/service/DifyWorkflowServiceTest.java
index f921f09..abe71d1 100644
--- a/src/test/java/com/rj/service/DifyWorkflowServiceTest.java
+++ b/src/test/java/com/rj/service/DifyWorkflowServiceTest.java
@@ -1,13 +1,16 @@
 package com.rj.service;
 
+import com.rj.entity.CustomerProfileAnalysis;
 import com.rj.service.DifyWorkflowService.DifyWorkflowRequest;
 import com.rj.service.DifyWorkflowService.DifyWorkflowResponse;
+import com.rj.service.biz.impl.CustomerProfileAnalysisServiceImpl;
 import org.junit.jupiter.api.Test;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.boot.test.context.SpringBootTest;
 import org.springframework.test.context.ActiveProfiles;
 
 import java.util.HashMap;
+import java.util.List;
 import java.util.Map;
 
 import static org.junit.jupiter.api.Assertions.*;
@@ -25,11 +28,116 @@ public class DifyWorkflowServiceTest {
     @Autowired
     private DifyWorkflowService difyWorkflowService;
 
+    @Autowired
+    CustomerProfileAnalysisServiceImpl customerProfileAnalysisService;;
+
+    @Test
+    public void testSaveCustomerProfileAnalysis() {
+        CustomerProfileAnalysis customerProfileAnalysis = new CustomerProfileAnalysis();
+
+        // 基本信息字段
+        customerProfileAnalysis.setId("test_union_12365");
+        customerProfileAnalysis.setProfileAnalysisRecordId("profile_record_001");
+        customerProfileAnalysis.setAnalysisSceneType(1); // 1-企微会话
+        customerProfileAnalysis.setInteractionDate(java.time.LocalDateTime.now());
+        customerProfileAnalysis.setRelatedBusinessId("business_12345");
+        
+        // 经销商信息
+        customerProfileAnalysis.setDealerCode("DEALER001");
+        customerProfileAnalysis.setDealerName("测试经销商门店");
+        customerProfileAnalysis.setBigArea("华北区");
+        
+        // 项目信息
+        customerProfileAnalysis.setProjectId("PROJECT001");
+        customerProfileAnalysis.setProjectName("测试项目");
+        
+        // 销售顾问信息
+        customerProfileAnalysis.setSalesPersonId("sales_001");
+        customerProfileAnalysis.setSalesPersonName("张三");
+        
+        // 商机和客户信息
+        customerProfileAnalysis.setOpportunityId("OPP001");
+        customerProfileAnalysis.setClientId("CLIENT001");
+        customerProfileAnalysis.setClientName("李四");
+        customerProfileAnalysis.setClientPhone("13800138000");
+        
+        // 客户画像信息
+        customerProfileAnalysis.setPurchaseDate("30天内");
+        customerProfileAnalysis.setPurchaseType("新购");
+        customerProfileAnalysis.setPaymentWay("贷款");
+        customerProfileAnalysis.setCompetitorBrand("奔驰");
+        customerProfileAnalysis.setVehicleUsage("家用");
+        customerProfileAnalysis.setPrimaryDriver("本人");
+        customerProfileAnalysis.setBudgetRange("30-40万");
+        customerProfileAnalysis.setEducationLevel("本科");
+        customerProfileAnalysis.setFamilyComposition("已婚有子女");
+        customerProfileAnalysis.setMonthlyIncome("15000-25000");
+        customerProfileAnalysis.setJobTitle("工程师");
+        customerProfileAnalysis.setCompanyType("民营企业");
+        customerProfileAnalysis.setIndustrySector("互联网");
+        customerProfileAnalysis.setInterestFocus("智能驾驶");
+        customerProfileAnalysis.setConcernPoint("保养成本");
+        customerProfileAnalysis.setPurchaseQualification("是");
+        customerProfileAnalysis.setNotes("客户对安全性能比较关注");
+        customerProfileAnalysis.setCurrentBrand("大众");
+        customerProfileAnalysis.setHomeAddress("北京市朝阳区");
+        customerProfileAnalysis.setFamilySize("4人");
+        customerProfileAnalysis.setHobby("旅游、运动");
+        
+        // 实体情感分析字段
+        customerProfileAnalysis.setEntityBrand("积极");
+        customerProfileAnalysis.setEntityBrandReason("客户对品牌认知度较高");
+        customerProfileAnalysis.setEntityDesign("积极");
+        customerProfileAnalysis.setEntityDesignReason("喜欢外观设计");
+        customerProfileAnalysis.setEntityColor("中性");
+        customerProfileAnalysis.setEntityColorReason("对颜色没有特别偏好");
+        customerProfileAnalysis.setEntityPrice("积极");
+        customerProfileAnalysis.setEntityPriceReason("认为价格合理");
+        customerProfileAnalysis.setEntitySpace("积极");
+        customerProfileAnalysis.setEntitySpaceReason("空间满足需求");
+        customerProfileAnalysis.setEntityInterior("积极");
+        customerProfileAnalysis.setEntityInteriorReason("内饰舒适性良好");
+        customerProfileAnalysis.setEntitySafety("积极");
+        customerProfileAnalysis.setEntitySafetyReason("安全性能突出");
+        customerProfileAnalysis.setEntityPower("中性");
+        customerProfileAnalysis.setEntityPowerReason("动力够用");
+        customerProfileAnalysis.setEntityControl("积极");
+        customerProfileAnalysis.setEntityControlReason("操控性好");
+        customerProfileAnalysis.setEntityTradein("积极");
+        customerProfileAnalysis.setEntityTradeinReason("置换政策优惠");
+        customerProfileAnalysis.setEntityFinance("积极");
+        customerProfileAnalysis.setEntityFinanceReason("金融方案灵活");
+        customerProfileAnalysis.setEntityWarranty("积极");
+        customerProfileAnalysis.setEntityWarrantyReason("质保政策完善");
+        customerProfileAnalysis.setEntityDelivery("积极");
+        customerProfileAnalysis.setEntityDeliveryReason("交付时间合理");
+        
+        // 系统字段
+        customerProfileAnalysis.setCreatedBy("test_user");
+        customerProfileAnalysis.setCreatedAt(java.time.LocalDateTime.now());
+        customerProfileAnalysis.setUpdatedBy("test_user");
+        customerProfileAnalysis.setUpdatedAt(java.time.LocalDateTime.now());
+        customerProfileAnalysis.setCreateSqlby("test_sql_user");
+        customerProfileAnalysis.setUpdateSqlby("test_sql_user");
+        
+        // 保存到数据库
+        customerProfileAnalysisService.save(customerProfileAnalysis);
+        
+        System.out.println("客户画像分析数据保存成功！ID: " + customerProfileAnalysis.getId());
+
+        List<CustomerProfileAnalysis> savedRecords = customerProfileAnalysisService.list();
+        assertFalse(savedRecords.isEmpty(), "数据库中应该有保存的记录");
+
+        System.out.println("手动生成成功，保存了 " + savedRecords + " 条记录");
+
+
+    }
+
     @Test
     public void testCallConsultingScenarioWorkflow() {
         // 准备测试数据
         Map<String, Object> inputs = new HashMap<>();
-        inputs.put("unionId", "test_union_12345");
+        inputs.put("unionId", "test_union_12346");
         inputs.put("consultantId", "consultant_67890");
         inputs.put("communicateDate", "2025-01-03 10:30:00");
         inputs.put("analysisScene", "sales_consultation");