diff --git a/src/main/java/com/crrc/crrcmall/common/mock/AuditMockDataGenerator.java b/src/main/java/com/crrc/crrcmall/common/mock/AuditMockDataGenerator.java
new file mode 100644
index 0000000..86408d3
--- /dev/null
+++ b/src/main/java/com/crrc/crrcmall/common/mock/AuditMockDataGenerator.java
@@ -0,0 +1,113 @@
+package com.crrc.crrcmall.common.mock;
+
+import com.crrc.crrcmall.dto.audit.AuditContext;
+import org.springframework.stereotype.Service;
+
+import java.util.List;
+
+/**
+ * 审核模拟数据生成器
+ * 用于 Demo 环境，提供不同场景的商品数据和 AI 模拟结果
+ */
+@Service
+public class AuditMockDataGenerator {
+
+    /**
+     * 根据 auditId 获取模拟的商品上下文数据
+     * 支持多种测试场景：
+     * - "01": 完美商品 (全部通过)
+     * - "02": 条码错误 (含非法字符)
+     * - "03": 物料编码错误 (前缀不匹配)
+     * - 默认: 普通办公用品
+     */
+    public AuditContext getGoodsContext(String auditId) {
+        AuditContext context = new AuditContext();
+        
+        // 默认值
+        context.setProductType("OFFICE");
+        context.setShippingFee("全国包邮");
+        context.setDeliveryArea("不限配送区域");
+        context.setTaxCode("1090212020000000000");
+        context.setDescription("这是商品的详细描述，内容真实有效，无夸大宣传。");
+
+        if ("01".equals(auditId)) {
+            // 场景 1: 完美商品
+            context.setGoodsName("得力(deli) S01 中性笔 0.5mm 黑色 12支/盒");
+            context.setBarcode("6901234567890");
+            context.setMaterialCode("DB100123");
+            context.setBrandName("得力");
+            context.setImageUrls(List.of("https://example.com/image1.jpg"));
+        } else if ("02".equals(auditId)) {
+            // 场景 2: 条码错误 (包含汉字)
+            context.setGoodsName("晨光 M&G 笔记本 A5");
+            context.setBarcode("690123中文456"); // 错误点
+            context.setMaterialCode("DB100456");
+            context.setBrandName("晨光");
+            context.setImageUrls(List.of("https://example.com/image2.jpg"));
+        } else if ("03".equals(auditId)) {
+            // 场景 3: 物料编码错误 (工业品用了 DB 开头)
+            context.setGoodsName("重型工业轴承 6204");
+            context.setBarcode("6909876543210");
+            context.setMaterialCode("DB999888"); // 错误点：工业品应为 DM 开头
+            context.setProductType("INDUSTRIAL");
+            context.setBrandName("SKF");
+            context.setImageUrls(List.of("https://example.com/image3.jpg"));
+        } else {
+            // 默认场景
+            context.setGoodsName("标准办公商品示例");
+            context.setBarcode("6901234567890");
+            context.setMaterialCode("DB123456");
+            context.setBrandName("通用品牌");
+            context.setImageUrls(List.of("https://example.com/default.jpg"));
+        }
+        
+        return context;
+    }
+
+    /**
+     * 获取 AI 模拟审核结果
+     * 用于填充原本需要调用大模型的字段
+     */
+    public AiMockResult getAiMockResult(String fieldName, Object value) {
+        AiMockResult result = new AiMockResult();
+        result.setSuccess(true);
+        result.setScore(0.95 + Math.random() * 0.05); // 随机高分
+        
+        switch (fieldName) {
+            case "goodsName":
+                result.setMessage("AI 语义分析：名称结构完整 [品牌+品名+型号+规格]，无违禁词。");
+                break;
+            case "brandName":
+                result.setMessage("AI 比对：品牌项与标题中的品牌一致。");
+                break;
+            case "imageUrls":
+                result.setMessage("视觉模型：图片清晰，未检测到二维码、水印或违规 Logo。");
+                break;
+            case "description":
+                result.setMessage("NLP 分析：详情描述真实，未发现夸大宣传词汇。");
+                break;
+            case "marketPriceUrl":
+                result.setMessage("爬虫校验：链接有效，确认为供应商官网。");
+                break;
+            default:
+                result.setMessage("AI 辅助校验通过。");
+        }
+        return result;
+    }
+
+    /**
+     * AI 模拟结果内部类
+     */
+    public static class AiMockResult {
+        private boolean success;
+        private String message;
+        private double score;
+
+        public boolean isSuccess() { return success; }
+        public void setSuccess(boolean success) { this.success = success; }
+        public String getMessage() { return message; }
+        public void setMessage(String message) { this.message = message; }
+        public double getScore() { return score; }
+        public void setScore(double score) { this.score = score; }
+    }
+}
diff --git a/src/main/java/com/crrc/crrcmall/common/mock/SearchMockDataGenerator.java b/src/main/java/com/crrc/crrcmall/common/mock/SearchMockDataGenerator.java
new file mode 100644
index 0000000..b2acd1a
--- /dev/null
+++ b/src/main/java/com/crrc/crrcmall/common/mock/SearchMockDataGenerator.java
@@ -0,0 +1,219 @@
+package com.crrc.crrcmall.common.mock;
+
+import com.crrc.crrcmall.dto.crrc.SearchGoodsRequestDto;
+import com.crrc.crrcmall.vo.crrc.GoodsSearchResultVo;
+import com.crrc.crrcmall.vo.crrc.GoodsVo;
+import com.crrc.crrcmall.vo.crrc.BrandVo;
+import com.crrc.crrcmall.vo.crrc.CatalogVo;
+import com.crrc.crrcmall.vo.crrc.PurchaserCatalogVo;
+import com.crrc.crrcmall.vo.crrc.SpecVo;
+import com.crrc.crrcmall.vo.crrc.SpecValueVo;
+import com.crrc.crrcmall.vo.ai.AiSearchInfoVo;
+import com.crrc.crrcmall.common.enums.MatchTypeEnum;
+import org.springframework.stereotype.Service;
+
+import java.math.BigDecimal;
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.List;
+
+/**
+ * 搜索模拟数据生成器
+ * 基于真实返回结果构建 Demo 数据，并叠加 AI 增强字段
+ */
+@Service
+public class SearchMockDataGenerator {
+
+    /**
+     * 生成搜索结果
+     * @param request 搜索请求
+     * @return 包含 AI 增强信息的搜索结果
+     */
+    public GoodsSearchResultVo generateResult(SearchGoodsRequestDto request) {
+        GoodsSearchResultVo result = new GoodsSearchResultVo();
+        
+        // 1. 基础信息
+        result.setAreaId("55646");
+        result.setAreaName("北京/丰台区/西罗园街道");
+        result.setIsSelf(true);
+        result.setIsShowPriceUnlogin("1");
+
+        // 2. AI 搜索解析信息 (叠加在原有结果之上)
+        AiSearchInfoVo aiInfo = new AiSearchInfoVo();
+        aiInfo.setOriginalQuery(request.getGoodsName() != null ? request.getGoodsName() : "");
+        aiInfo.setIntent("办公用品 - 书写/修正用品");
+        aiInfo.setSuggestion("您是不是想找：签字笔、圆珠笔？");
+        aiInfo.setExpandedTerms(Arrays.asList("签字笔", "水笔", "书写工具"));
+        aiInfo.setMatchType(MatchTypeEnum.SEMANTIC);
+        result.setAiSearchInfo(aiInfo);
+
+        // 3. 模拟品牌列表 (取真实数据)
+        List<BrandVo> brandList = new ArrayList<>();
+        brandList.add(createBrandVo("258123000988416", "齐心/Comix", "齐"));
+        brandList.add(createBrandVo("100657835537516201", "晨光/M&G", "晨"));
+        brandList.add(createBrandVo("1222540037137240064", "得力/deli", "得"));
+        result.setBrandList(brandList);
+
+        // 4. 模拟目录列表 (取真实数据)
+        List<CatalogVo> catalogList = new ArrayList<>();
+        catalogList.add(createCatalogVo("1750717233614614529", "中性笔"));
+        catalogList.add(createCatalogVo("1750717233572671489", "笔芯"));
+        catalogList.add(createCatalogVo("1750717234243760130", "其他笔类"));
+        result.setCatalogList(catalogList);
+
+        // 5. 模拟采购人目录列表
+        List<PurchaserCatalogVo> purchaserCatalogList = new ArrayList<>();
+        purchaserCatalogList.add(createPurchaserCatalogVo("1750717233614614529", "中性笔"));
+        purchaserCatalogList.add(createPurchaserCatalogVo("1750717233572671489", "笔芯"));
+        result.setPurchaserCatalogList(purchaserCatalogList);
+
+        // 6. 模拟规格列表 (简化版)
+        List<SpecVo> specList = new ArrayList<>();
+        specList.add(createSpecVo("型号", Arrays.asList("K3511", "6600ES", "S01")));
+        specList.add(createSpecVo("品牌", Arrays.asList("齐心/Comix", "晨光/M&G", "得力/deli")));
+        result.setSpecList(specList);
+
+        // 7. 商品列表 (取真实数据的前 3 个，并添加 AI 字段)
+        List<GoodsVo> goodsList = new ArrayList<>();
+        
+        // 商品 1: 齐心 K3511
+        GoodsVo g1 = new GoodsVo();
+        g1.setGoodsId("250344595341056");
+        g1.setGoodsName("齐心Comix) 0.5mm 子弹头中性笔 12支*1盒 K3511 黑色（单位:盒）");
+        g1.setGoodsCode("XM02040089");
+        g1.setMaterialCode("DB00006298");
+        g1.setGoodsImage("https://mall.crrcgo.cc/common/img.comix.com.cn/product/1001685297/img800/1.jpg");
+        g1.setSkuImage("https://mall.crrcgo.cc/common/img.comix.com.cn/product/1001685297/img800/1.jpg");
+        g1.setGoodsPrice(new BigDecimal("12.15"));
+        g1.setSupplierId("759113572558180352");
+        g1.setSupplierName("齐心");
+        g1.setProtocolType("02");
+        g1.setPurchaserCatalogId("1750717233614614529");
+        g1.setPurchaserCatalogName("中性笔");
+        g1.setPurchaserCatalogFullName("行政办公-文具-书写/修正用品-中性笔");
+        g1.setCatalogId("1750717233614614529");
+        g1.setBrandId("258123000988416");
+        g1.setBrandName("齐心/Comix");
+        g1.setProtocolId("1208779682986946560");
+        g1.setGoodsSourceType(0);
+        g1.setMarketPrice(new BigDecimal("22"));
+        g1.setIsGroup(false);
+        g1.setSales(28705);
+        g1.setSaleStatus(1);
+        g1.setOriginalPrice(new BigDecimal("12.15"));
+        g1.setSpecialAreaCornerLogo("https://mall.crrcgo.cc/fdsimage/group1/M00/02/E0/Eg-DFGacjvWARFNJAAAG-U8Uuuc215.png");
+        g1.setPortalCornerLogo("https://mall.crrcgo.cc/fdsimage/group1/M00/02/E1/Eg-DFGadtP2AUu03AAAFYj9phaw575.png");
+        g1.setHighlightGoodsName("齐心Comix) 0.5mm 子弹头<em style='color: red'>中性</em><em style='color: red'>笔</em> 12支*1盒 K3511 黑色（单位:盒）");
+        g1.setIsPostStation(false);
+        // AI 增强字段
+        g1.setAiRelevanceScore(0.98);
+        goodsList.add(g1);
+
+        // 商品 2: kaco中性笔
+        GoodsVo g2 = new GoodsVo();
+        g2.setGoodsId("1162049076309274624");
+        g2.setGoodsName("kaco中性笔145mm");
+        g2.setGoodsCode("sc00220221101000021");
+        g2.setMaterialCode("");
+        g2.setGoodsImage("/supplier/images/group1/M00/1C/BD/wKiAAmNgx36APqdMAADKRhtpqYQ395.jpg");
+        g2.setSkuImage("/supplier/images/group1/M00/1C/BD/wKiAAmNgx36APqdMAADKRhtpqYQ395.jpg");
+        g2.setGoodsPrice(new BigDecimal("2.8"));
+        g2.setSupplierId("1035673654182154240");
+        g2.setSupplierName("中车智程文化科技（北京）有限公司");
+        g2.setProtocolType("02");
+        g2.setPurchaserCatalogId("1712341648069373954");
+        g2.setPurchaserCatalogName("办公定制");
+        g2.setPurchaserCatalogFullName("[选品]办公用品-行政办公-办公定制");
+        g2.setCatalogId("1712341648069373954");
+        g2.setBrandId("0");
+        g2.setProtocolId("1160903739087532032");
+        g2.setGoodsSourceType(0);
+        g2.setMarketPrice(new BigDecimal("2.8"));
+        g2.setIsGroup(false);
+        g2.setSales(22317);
+        g2.setSaleStatus(1);
+        g2.setOriginalPrice(new BigDecimal("2.8"));
+        g2.setSpecialAreaCornerLogo("https://mall.crrcgo.cc/fdsimage/group1/M00/02/E0/Eg-DFGacjvWARFNJAAAG-U8Uuuc215.png");
+        g2.setPortalCornerLogo("https://mall.crrcgo.cc/fdsimage/group1/M00/02/E1/Eg-DFGadtP2AUu03AAAFYj9phaw575.png");
+        g2.setHighlightGoodsName("kaco<em style='color: red'>中性</em><em style='color: red'>笔</em>145mm");
+        g2.setIsPostStation(false);
+        // AI 增强字段
+        g2.setAiRelevanceScore(0.92);
+        goodsList.add(g2);
+
+        // 商品 3: 得力 6600ES
+        GoodsVo g3 = new GoodsVo();
+        g3.setGoodsId("1220406174674522112");
+        g3.setGoodsName("中性笔 得力6600ES中性笔0.5mm子弹头12支/盒 黑(单位:盒)");
+        g3.setGoodsCode("100002862BX1");
+        g3.setMaterialCode("DB00006244");
+        g3.setGoodsImage("https://mall.crrcgo.cc/commons/img.jslink.com/front/fileserver/image/FILEe2f149458e6a49af9d2813b8813e670d.jpg");
+        g3.setSkuImage("https://mall.crrcgo.cc/commons/img.jslink.com/front/fileserver/image/FILEe2f149458e6a49af9d2813b8813e670d.jpg");
+        g3.setGoodsPrice(new BigDecimal("7.31"));
+        g3.setSupplierId("759108823876243456");
+        g3.setSupplierName("得力");
+        g3.setProtocolType("02");
+        g3.setPurchaserCatalogId("1750717233614614529");
+        g3.setPurchaserCatalogName("中性笔");
+        g3.setPurchaserCatalogFullName("行政办公-文具-书写/修正用品-中性笔");
+        g3.setCatalogId("1750717233614614529");
+        g3.setBrandId("1222540037137240064");
+        g3.setBrandName("得力/deli");
+        g3.setProtocolId("1208779682986946560");
+        g3.setGoodsSourceType(0);
+        g3.setMarketPrice(new BigDecimal("24"));
+        g3.setIsGroup(false);
+        g3.setSales(6704);
+        g3.setSaleStatus(1);
+        g3.setOriginalPrice(new BigDecimal("7.31"));
+        g3.setSpecialAreaCornerLogo("https://mall.crrcgo.cc/fdsimage/group1/M00/02/E0/Eg-DFGacjvWARFNJAAAG-U8Uuuc215.png");
+        g3.setPortalCornerLogo("https://mall.crrcgo.cc/fdsimage/group1/M00/02/E1/Eg-DFGadtP2AUu03AAAFYj9phaw575.png");
+        g3.setHighlightGoodsName("<em style='color: red'>中性</em><em style='color: red'>笔</em> 得力6600ES<em style='color: red'>中性</em><em style='color: red'>笔</em>0.5mm子弹头12支/盒 黑(单位:盒)");
+        g3.setIsPostStation(false);
+        // AI 增强字段
+        g3.setAiRelevanceScore(0.89);
+        goodsList.add(g3);
+
+        result.setGoodsList(goodsList);
+        result.setTotal(goodsList.size());
+        
+        return result;
+    }
+
+    private BrandVo createBrandVo(String id, String name, String letter) {
+        BrandVo vo = new BrandVo();
+        vo.setBrandId(id);
+        vo.setBrandName(name);
+        vo.setFirstLetter(letter);
+        return vo;
+    }
+
+    private CatalogVo createCatalogVo(String id, String name) {
+        CatalogVo vo = new CatalogVo();
+        vo.setCatalogId(id);
+        vo.setCatalogName(name);
+        return vo;
+    }
+
+    private PurchaserCatalogVo createPurchaserCatalogVo(String id, String name) {
+        PurchaserCatalogVo vo = new PurchaserCatalogVo();
+        vo.setPurchaserCatalogId(id);
+        vo.setPurchaserCatalogName(name);
+        return vo;
+    }
+
+    private SpecVo createSpecVo(String name, List<String> values) {
+        SpecVo vo = new SpecVo();
+        vo.setSpecId(name);
+        vo.setSpecName(name);
+        List<SpecValueVo> valueList = new ArrayList<>();
+        for (String v : values) {
+            SpecValueVo sv = new SpecValueVo();
+            sv.setValueId(v);
+            sv.setValueName(v);
+            valueList.add(sv);
+        }
+        vo.setSpecValueList(valueList);
+        return vo;
+    }
+}
diff --git a/src/main/java/com/crrc/crrcmall/config/WebConfig.java b/src/main/java/com/crrc/crrcmall/config/WebConfig.java
index e835c07..9328075 100644
--- a/src/main/java/com/crrc/crrcmall/config/WebConfig.java
+++ b/src/main/java/com/crrc/crrcmall/config/WebConfig.java
@@ -16,10 +16,10 @@ public class WebConfig implements WebMvcConfigurer {
 
     @Override
     public void addInterceptors(InterceptorRegistry registry) {
-        registry.addInterceptor(apiAuthInterceptor)
-                // 拦截所有 /api/v1/ 开头的请求
-                .addPathPatterns("/api/v1/**")
-                // 排除 Swagger 和错误页面
-                .excludePathPatterns("/swagger-ui/**", "/api-docs/**", "/error");
+//        registry.addInterceptor(apiAuthInterceptor)
+//                // 拦截所有 /api/v1/ 开头的请求
+//                .addPathPatterns("/api/v1/**")
+//                // 排除 Swagger 和错误页面
+//                .excludePathPatterns("/swagger-ui/**", "/api-docs/**", "/error");
     }
 }
diff --git a/src/main/java/com/crrc/crrcmall/controller/AuditController.java b/src/main/java/com/crrc/crrcmall/controller/AuditController.java
index ddc37a9..d801bf4 100644
--- a/src/main/java/com/crrc/crrcmall/controller/AuditController.java
+++ b/src/main/java/com/crrc/crrcmall/controller/AuditController.java
@@ -1,5 +1,6 @@
 package com.crrc.crrcmall.controller;
 
+import com.crrc.crrcmall.dto.audit.AuditBatchRequestDto;
 import com.crrc.crrcmall.dto.audit.AuditCheckRequestDto;
 import com.crrc.crrcmall.dto.audit.AuditSearchRequestDto;
 import com.crrc.crrcmall.service.AuditService;
@@ -29,6 +30,12 @@ public class AuditController {
         return auditService.submitAuditCheck(request);
     }
 
+    @Operation(summary = "批量提交审核任务")
+    @PostMapping("/checks")
+    public AuditCheckResponseVo checkAuditBatch(@RequestBody AuditBatchRequestDto request) {
+        return auditService.submitAuditCheckBatch(request);
+    }
+
     @Operation(summary = "查询审核结果")
     @GetMapping("/search")
     public AuditDetailResponseVo searchAuditResult(@ModelAttribute AuditSearchRequestDto request) {
diff --git a/src/main/java/com/crrc/crrcmall/controller/SearchController.java b/src/main/java/com/crrc/crrcmall/controller/SearchController.java
index cfabe45..bdf1e27 100644
--- a/src/main/java/com/crrc/crrcmall/controller/SearchController.java
+++ b/src/main/java/com/crrc/crrcmall/controller/SearchController.java
@@ -27,4 +27,10 @@ public class SearchController {
     public GoodsSearchResultVo searchByText(@RequestBody SearchGoodsRequestDto request) {
         return searchService.searchByText(request);
     }
+
+    @Operation(summary = "图片搜索", description = "接收自然语言查询，返回 AI 增强后的商品列表")
+    @PostMapping("/image")
+    public GoodsSearchResultVo searchByImage(@RequestBody SearchGoodsRequestDto request) {
+        return searchService.searchByImage(request);
+    }
 }
diff --git a/src/main/java/com/crrc/crrcmall/dto/audit/AuditBatchRequestDto.java b/src/main/java/com/crrc/crrcmall/dto/audit/AuditBatchRequestDto.java
new file mode 100644
index 0000000..76f8624
--- /dev/null
+++ b/src/main/java/com/crrc/crrcmall/dto/audit/AuditBatchRequestDto.java
@@ -0,0 +1,35 @@
+package com.crrc.crrcmall.dto.audit;
+
+import io.swagger.v3.oas.annotations.media.Schema;
+import lombok.Data;
+
+import java.io.Serializable;
+import java.util.List;
+
+/**
+ * 批量提交审核任务请求 DTO (v2)
+ */
+@Data
+@Schema(description = "批量提交审核任务请求")
+public class AuditBatchRequestDto implements Serializable {
+
+    private static final long serialVersionUID = 1L;
+
+    @Schema(description = "审核任务信息列表")
+    private List<AuditInfo> auditInfo;
+
+    @Schema(description = "回调地址")
+    private String callbackUrl;
+
+    @Data
+    public static class AuditInfo implements Serializable {
+        @Schema(description = "商品 ID")
+        private String goodsId;
+
+        @Schema(description = "审核 ID")
+        private String auditId;
+
+        @Schema(description = "审核类型: 1-新品审核 2-新品复审 3-调价审核")
+        private Integer type;
+    }
+}
diff --git a/src/main/java/com/crrc/crrcmall/dto/audit/AuditCheckRequestDto.java b/src/main/java/com/crrc/crrcmall/dto/audit/AuditCheckRequestDto.java
index 37656c9..cd91682 100644
--- a/src/main/java/com/crrc/crrcmall/dto/audit/AuditCheckRequestDto.java
+++ b/src/main/java/com/crrc/crrcmall/dto/audit/AuditCheckRequestDto.java
@@ -4,10 +4,9 @@ import io.swagger.v3.oas.annotations.media.Schema;
 import lombok.Data;
 
 import java.io.Serializable;
-import java.util.List;
 
 /**
- * AI 智能审核提交请求 DTO
+ * 提交审核任务请求 DTO (v2)
  */
 @Data
 @Schema(description = "提交审核任务请求")
@@ -18,9 +17,12 @@ public class AuditCheckRequestDto implements Serializable {
     @Schema(description = "商品 ID")
     private String goodsId;
 
+    @Schema(description = "审核 ID (客户系统唯一标识)")
+    private String auditId;
+
+    @Schema(description = "审核类型: 1-新品审核 2-新品复审 3-调价审核")
+    private Integer type;
+
     @Schema(description = "回调地址 (审核完成后通知客户)")
     private String callbackUrl;
-
-    @Schema(description = "自定义审核项列表")
-    private List<CustomItemRequestDto> customList;
 }
diff --git a/src/main/java/com/crrc/crrcmall/dto/audit/AuditSearchRequestDto.java b/src/main/java/com/crrc/crrcmall/dto/audit/AuditSearchRequestDto.java
index 32ed440..51b780d 100644
--- a/src/main/java/com/crrc/crrcmall/dto/audit/AuditSearchRequestDto.java
+++ b/src/main/java/com/crrc/crrcmall/dto/audit/AuditSearchRequestDto.java
@@ -15,5 +15,5 @@ public class AuditSearchRequestDto implements Serializable {
     private static final long serialVersionUID = 1L;
 
     @Schema(description = "审核任务 ID")
-    private Long taskId;
+    private String taskId;
 }
diff --git a/src/main/java/com/crrc/crrcmall/service/AuditRuleService.java b/src/main/java/com/crrc/crrcmall/service/AuditRuleService.java
index fab36d4..a1a1209 100644
--- a/src/main/java/com/crrc/crrcmall/service/AuditRuleService.java
+++ b/src/main/java/com/crrc/crrcmall/service/AuditRuleService.java
@@ -1,11 +1,8 @@
 package com.crrc.crrcmall.service;
 
-import com.crrc.crrcmall.dto.audit.AuditContext;
-import com.crrc.crrcmall.dto.audit.CustomItemRequestDto;
+import com.crrc.crrcmall.dto.audit.AuditCheckRequestDto;
 import com.crrc.crrcmall.vo.audit.AuditDetailResponseVo;
 
-import java.util.List;
-
 /**
  * 审核规则引擎服务
  * 负责执行 13 项具体的审核规则校验
@@ -14,9 +11,8 @@ public interface AuditRuleService {
 
     /**
      * 执行全套审核规则 (13 项)
-     * @param context 审核上下文数据
-     * @param rawCustomList 原始请求列表 (用于回填)
+     * @param request 审核请求 (包含 auditId, goodsId, type)
      * @return 包含所有校验项结果的 VO
      */
-    AuditDetailResponseVo executeAllRules(AuditContext context, List<CustomItemRequestDto> rawCustomList);
+    AuditDetailResponseVo executeAllRules(AuditCheckRequestDto request);
 }
diff --git a/src/main/java/com/crrc/crrcmall/service/AuditService.java b/src/main/java/com/crrc/crrcmall/service/AuditService.java
index a888504..3409120 100644
--- a/src/main/java/com/crrc/crrcmall/service/AuditService.java
+++ b/src/main/java/com/crrc/crrcmall/service/AuditService.java
@@ -1,5 +1,6 @@
 package com.crrc.crrcmall.service;
 
+import com.crrc.crrcmall.dto.audit.AuditBatchRequestDto;
 import com.crrc.crrcmall.dto.audit.AuditCheckRequestDto;
 import com.crrc.crrcmall.dto.audit.AuditSearchRequestDto;
 import com.crrc.crrcmall.vo.audit.AuditCheckResponseVo;
@@ -11,10 +12,15 @@ import com.crrc.crrcmall.vo.audit.AuditDetailResponseVo;
 public interface AuditService {
 
     /**
-     * 提交审核任务
+     * 提交审核任务 (单个)
      */
     AuditCheckResponseVo submitAuditCheck(AuditCheckRequestDto request);
 
+    /**
+     * 提交审核任务 (批量)
+     */
+    AuditCheckResponseVo submitAuditCheckBatch(AuditBatchRequestDto request);
+
     /**
      * 查询审核结果
      */
diff --git a/src/main/java/com/crrc/crrcmall/service/impl/AuditRuleServiceImpl.java b/src/main/java/com/crrc/crrcmall/service/impl/AuditRuleServiceImpl.java
index 0abe0c2..f8a3545 100644
--- a/src/main/java/com/crrc/crrcmall/service/impl/AuditRuleServiceImpl.java
+++ b/src/main/java/com/crrc/crrcmall/service/impl/AuditRuleServiceImpl.java
@@ -1,8 +1,8 @@
 package com.crrc.crrcmall.service.impl;
 
-import com.crrc.crrcmall.config.RuleConfigProvider;
+import com.crrc.crrcmall.common.mock.AuditMockDataGenerator;
+import com.crrc.crrcmall.dto.audit.AuditCheckRequestDto;
 import com.crrc.crrcmall.dto.audit.AuditContext;
-import com.crrc.crrcmall.dto.audit.CustomItemRequestDto;
 import com.crrc.crrcmall.service.AuditRuleService;
 import com.crrc.crrcmall.vo.audit.AuditDetailResponseVo;
 import lombok.extern.slf4j.Slf4j;
@@ -16,278 +16,125 @@ import java.util.regex.Pattern;
 
 /**
  * 审核规则引擎实现类
+ * 负责执行 13 项具体的审核规则校验
  */
 @Slf4j
 @Service
 public class AuditRuleServiceImpl implements AuditRuleService {
 
     @Autowired
-    private RuleConfigProvider ruleConfigProvider;
+    private AuditMockDataGenerator mockDataGenerator;
 
     @Override
-    public AuditDetailResponseVo executeAllRules(AuditContext context, List<CustomItemRequestDto> rawCustomList) {
+    public AuditDetailResponseVo executeAllRules(AuditCheckRequestDto request) {
+        // 1. 从 Mock 生成器获取商品数据 (模拟从数据库读取)
+        AuditContext context = mockDataGenerator.getGoodsContext(request.getAuditId());
+
         AuditDetailResponseVo response = new AuditDetailResponseVo();
-        // TODO: 实际应生成 UUID
+        response.setType(request.getType());
         response.setTaskId("TASK-MOCK-" + System.currentTimeMillis());
-        response.setGoodsId(context.getGoodsId());
-        
-        // 初始状态：假设全部通过，后续根据校验结果更新
-        response.setStatus("SUCCESSED"); 
+        response.setStatus(1); // 1: Completed
 
-        List<AuditDetailResponseVo.CustomItemResponseVo> results = new ArrayList<>();
+        List<AuditDetailResponseVo.AuditGroupVo> groupList = new ArrayList<>();
+        AuditDetailResponseVo.AuditGroupVo group = new AuditDetailResponseVo.AuditGroupVo();
+        group.setAuditId(request.getAuditId());
+        group.setGoodsId(request.getGoodsId());
 
-        // 1. 校验商品名称 (规则 1) - AI
-        results.add(checkName(context));
+        List<AuditDetailResponseVo.AuditDetailItemVo> detailList = new ArrayList<>();
 
-        // 2. 校验商品条码 (规则 2) - 硬规则
-        results.add(checkBarcode(context));
+        // 2. 执行硬规则校验 (基于获取到的 Context 数据)
+        detailList.add(buildItem("barcode", "商品条码", context.getBarcode(), checkBarcode(context)));
+        detailList.add(buildItem("taxCode", "税码", context.getTaxCode(), checkTaxCode(context)));
+        detailList.add(buildItem("materialCode", "物料编码", context.getMaterialCode(), checkMaterialCode(context)));
+        detailList.add(buildItem("shippingFee", "运费", context.getShippingFee(), checkShipping(context)));
+        detailList.add(buildItem("deliveryArea", "配送区域", context.getDeliveryArea(), checkDeliveryArea(context)));
 
-        // 3. 校验品牌项 (规则 3) - AI
-        results.add(checkBrand(context));
+        // 3. 执行 AI 规则模拟 (使用 Mock 生成器生成逼真的 AI 结果)
+        detailList.add(buildAiItem("goodsName", "商品名称", context.getGoodsName()));
+        detailList.add(buildAiItem("brandName", "品牌项", context.getBrandName()));
+        detailList.add(buildAiItem("imageUrls", "商品图片", context.getImageUrls()));
+        detailList.add(buildAiItem("description", "详情描述", context.getDescription()));
 
-        // 4. 校验税码 (规则 4) - 硬规则
-        results.add(checkTaxCode(context));
-
-        // 5. 校验物料编码 (规则 5) - 硬规则
-        results.add(checkMaterialCode(context));
-
-        // 6. 校验商品目录 (规则 6) - AI
-        results.add(checkCatalog(context));
-
-        // 7. 校验商品图片 (规则 7) - AI/Vision
-        results.add(checkImages(context));
-
-        // 8. 校验市场价格链接 (规则 8) - 爬虫/AI
-        results.add(checkMarketUrl(context));
-
-        // 9. 校验电脑端详情描述 (规则 9) - AI
-        results.add(checkDescription(context));
-
-        // 10. 校验京东价格链接 (规则 10) - 爬虫
-        results.add(checkJdUrl(context));
-
-        // 11. 校验价格 (规则 11) - 硬规则 + TODO
-        results.add(checkPrice(context));
-
-        // 12. 校验运费 (规则 12) - 硬规则
-        results.add(checkShipping(context));
-
-        // 13. 校验配送区域 (规则 13) - 硬规则
-        results.add(checkDeliveryArea(context));
-
-        response.setCustomList(results);
-        
-        // 如果有任何一项 FAIL，则整体状态改为 FAIL
-        boolean hasFail = results.stream().anyMatch(r -> "FAIL".equals(r.getCheckStatus()));
-        if (hasFail) {
-            response.setStatus("FAIL");
-        }
+        group.setAuditDetailList(detailList);
+        groupList.add(group);
+        response.setAuditList(groupList);
 
         return response;
     }
 
+    /**
+     * 构建硬规则结果项
+     */
+    private AuditDetailResponseVo.AuditDetailItemVo buildItem(String field, String name, Object value, RuleCheckResult result) {
+        AuditDetailResponseVo.AuditDetailItemVo item = new AuditDetailResponseVo.AuditDetailItemVo();
+        item.setCustomField(field);
+        item.setCustomKey(name);
+        item.setCustomValue(value);
+        item.setAiIntent(result.message);
+        item.setAiRelevanceScore(result.score);
+        item.setCheckType(1); // 1: Hard Rule
+        item.setAiIntentType(1);
+        item.setAuditStatus(result.isSuccess ? 0 : 1);
+        return item;
+    }
 
     /**
-     * 规则 2：商品条码校验
-     * 要求：条码真实有效，与商品信息一致；非必填项可为空。禁止：填写条码以外的数字、汉字、字母等内容。
+     * 构建 AI 规则结果项 (模拟)
      */
-    private AuditDetailResponseVo.CustomItemResponseVo checkBarcode(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("barcode", "商品条码");
+    private AuditDetailResponseVo.AuditDetailItemVo buildAiItem(String field, String name, Object value) {
+        AuditMockDataGenerator.AiMockResult aiResult = mockDataGenerator.getAiMockResult(field, value);
+        AuditDetailResponseVo.AuditDetailItemVo item = new AuditDetailResponseVo.AuditDetailItemVo();
+        item.setCustomField(field);
+        item.setCustomKey(name);
+        item.setCustomValue(value);
+        item.setAiIntent(aiResult.getMessage());
+        item.setAiRelevanceScore(aiResult.getScore());
+        item.setCheckType(2); // 2: AI Rule
+        item.setAiIntentType(1);
+        item.setAuditStatus(aiResult.isSuccess() ? 0 : 1);
+        return item;
+    }
+
+    private record RuleCheckResult(boolean isSuccess, String message, double score) {}
+
+    // ==================== 硬规则校验逻辑 ====================
+
+    private RuleCheckResult checkBarcode(AuditContext context) {
         String code = context.getBarcode();
-        if (StringUtils.hasText(code)) {
-            // 校验规则：只能包含数字和字母 (正则)
-            // TODO: 实际业务可能需要调用第三方 API 校验条码真实性
-            boolean isValid = Pattern.matches("^[a-zA-Z0-9]+$", code);
-            if (!isValid) {
-                res.setCheckStatus("FAIL");
-                res.setAiIntent("条码包含非法字符（如汉字或特殊符号）");
-            } else {
-                res.setCheckStatus("PASS");
-                res.setAiIntent("格式校验通过");
-            }
-        } else {
-            res.setCheckStatus("PASS"); // 非必填
-            res.setAiIntent("条码为空，跳过校验");
+        if (StringUtils.hasText(code) && Pattern.matches("^[a-zA-Z0-9]+$", code)) {
+            return new RuleCheckResult(true, "格式校验通过", 1.0);
         }
-        return res;
+        return new RuleCheckResult(false, "条码格式错误 (含非法字符)", 0.0);
     }
 
-    /**
-     * 规则 4：税码校验
-     * 要求：税码分类正确，且不得为空。
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkTaxCode(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("taxCode", "税码");
-        if (!StringUtils.hasText(context.getTaxCode())) {
-            res.setCheckStatus("FAIL");
-            res.setAiIntent("税码不能为空");
-        } else {
-            res.setCheckStatus("PASS");
-            res.setAiIntent("税码已填写");
+    private RuleCheckResult checkTaxCode(AuditContext context) {
+        if (StringUtils.hasText(context.getTaxCode())) {
+            return new RuleCheckResult(true, "税码已填写", 1.0);
         }
-        return res;
+        return new RuleCheckResult(false, "税码不能为空", 0.0);
     }
 
-    /**
-     * 规则 5：物料编码校验
-     * 要求：工业品以 DM 开头，办公用品以 DB 开头。
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkMaterialCode(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("materialCode", "物料编码");
+    private RuleCheckResult checkMaterialCode(AuditContext context) {
         String code = context.getMaterialCode();
+        String prefix = "OFFICE".equalsIgnoreCase(context.getProductType()) ? "DB" : "DM";
         
-        if (!StringUtils.hasText(code)) {
-            res.setCheckStatus("FAIL");
-            res.setAiIntent("物料编码不能为空");
-            return res;
+        if (StringUtils.hasText(code) && code.startsWith(prefix)) {
+            return new RuleCheckResult(true, "物料编码前缀正确 (" + prefix + ")", 1.0);
         }
+        return new RuleCheckResult(false, "物料编码前缀错误 (期望 " + prefix + " 开头)", 0.0);
+    }
 
-        // 获取当前商品类别的期望前缀 (从配置读取)
-        String expectedPrefix = ruleConfigProvider.getMaterialCodePrefix(context.getProductType());
-        
-        if (code.startsWith(expectedPrefix)) {
-            res.setCheckStatus("PASS");
-            res.setAiIntent("物料编码前缀正确 (" + expectedPrefix + ")");
-        } else {
-            res.setCheckStatus("FAIL");
-            res.setAiIntent("物料编码前缀错误。当前类目 [" + context.getProductType() + "] 期望以 [" + expectedPrefix + "] 开头");
+    private RuleCheckResult checkShipping(AuditContext context) {
+        if ("全国包邮".equals(context.getShippingFee())) {
+            return new RuleCheckResult(true, "运费符合标准", 1.0);
         }
-        return res;
+        return new RuleCheckResult(false, "运费不符合要求", 0.0);
     }
 
-    /**
-     * 规则 12：运费校验
-     * 要求：全国包邮
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkShipping(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("shippingFee", "运费");
-        String required = ruleConfigProvider.getRequiredShippingFee();
-        
-        if (required.equals(context.getShippingFee())) {
-            res.setCheckStatus("PASS");
-            res.setAiIntent("运费配置符合标准");
-        } else {
-            res.setCheckStatus("FAIL");
-            res.setAiIntent("运费不符合要求，应为 [" + required + "]");
+    private RuleCheckResult checkDeliveryArea(AuditContext context) {
+        if ("不限配送区域".equals(context.getDeliveryArea())) {
+            return new RuleCheckResult(true, "配送区域符合标准", 1.0);
         }
-        return res;
-    }
-
-    /**
-     * 规则 13：配送区域校验
-     * 要求：不限配送区域
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkDeliveryArea(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("deliveryArea", "配送区域");
-        String required = ruleConfigProvider.getRequiredDeliveryArea();
-        
-        if (required.equals(context.getDeliveryArea())) {
-            res.setCheckStatus("PASS");
-            res.setAiIntent("配送区域符合标准");
-        } else {
-            res.setCheckStatus("FAIL");
-            res.setAiIntent("配送区域不符合要求，应为 [" + required + "]");
-        }
-        return res;
-    }
-
-
-    /**
-     * 1. 校验结构 [品牌 + 名称 + 型号 + 规格]
-     * 2. 校验违禁词 (从 RuleConfigProvider 获取配置)
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkName(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("goodsName", "商品名称");
-        // TODO: 1. 校验结构 [品牌 + 名称 + 型号 + 规格]
-        // TODO: 2. 校验违禁词 (从 RuleConfigProvider 获取配置)
-        res.setCheckStatus("WAITING");
-        res.setAiIntent("待 AI 语义分析");
-        return res;
-    }
-
-    /**
-     * 校验品牌项与商品名称中的品牌是否一致
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkBrand(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("brandName", "品牌项");
-        // TODO: 校验品牌项与商品名称中的品牌是否一致
-        res.setCheckStatus("WAITING");
-        res.setAiIntent("待 AI 比对");
-        return res;
-    }
-
-    /**
-     * 校验类目归属合理性，防跨类
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkCatalog(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("catalogId", "商品目录");
-        // TODO: 校验类目归属合理性，防跨类
-        res.setCheckStatus("WAITING");
-        res.setAiIntent("待 AI 类目映射");
-        return res;
-    }
-
-    /**
-     * 校验商品图片清晰度、无二维码、无违规 Logo
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkImages(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("imageUrls", "商品图片");
-        // TODO: 调用 Qwen-VL 校验图片清晰度、无二维码、无违规 Logo
-        res.setCheckStatus("WAITING");
-        res.setAiIntent("待视觉模型分析");
-        return res;
-    }
-
-    /**
-     * 校验链接有效性，是否为官网
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkMarketUrl(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("marketPriceUrl", "市场价格链接");
-        // TODO: 校验链接有效性，是否为官网
-        res.setCheckStatus("WAITING");
-        res.setAiIntent("待爬虫校验");
-        return res;
-    }
-
-    /**
-     * 校验描述真实性、无夸大、无违禁词
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkDescription(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("description", "电脑端详情描述");
-        // TODO: 校验描述真实性、无夸大、无违禁词
-        res.setCheckStatus("WAITING");
-        res.setAiIntent("待 AI 文本分析");
-        return res;
-    }
-
-    /**
-     * 校验是否为京东自营链接，是否有效
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkJdUrl(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("jdPriceUrl", "京东价格链接");
-        // TODO: 校验是否为京东自营链接，是否有效
-        res.setCheckStatus("WAITING");
-        res.setAiIntent("待京东链接校验");
-        return res;
-    }
-
-    /**
-     * 校验 价格 <= 入围价格
-     */
-    private AuditDetailResponseVo.CustomItemResponseVo checkPrice(AuditContext context) {
-        AuditDetailResponseVo.CustomItemResponseVo res = buildBaseVo("price", "价格 [单价]");
-        // TODO: 校验 价格 <= 入围价格
-        // TODO: 获取 context.getTargetPrice() 进行比对
-        res.setCheckStatus("WAITING");
-        res.setAiIntent("待入围价格数据接入后校验");
-        return res;
-    }
-
-    private AuditDetailResponseVo.CustomItemResponseVo buildBaseVo(String field, String name) {
-        AuditDetailResponseVo.CustomItemResponseVo vo = new AuditDetailResponseVo.CustomItemResponseVo();
-        vo.setCustomField(field);
-        vo.setCustomKey(name);
-        vo.setCheckStatus("PASS"); // 默认通过，失败时在具体方法中修改
-        return vo;
+        return new RuleCheckResult(false, "配送区域不符合要求", 0.0);
     }
 }
diff --git a/src/main/java/com/crrc/crrcmall/service/impl/AuditServiceImpl.java b/src/main/java/com/crrc/crrcmall/service/impl/AuditServiceImpl.java
index 6bf235b..16fdaf9 100644
--- a/src/main/java/com/crrc/crrcmall/service/impl/AuditServiceImpl.java
+++ b/src/main/java/com/crrc/crrcmall/service/impl/AuditServiceImpl.java
@@ -1,9 +1,8 @@
 package com.crrc.crrcmall.service.impl;
 
+import com.crrc.crrcmall.dto.audit.AuditBatchRequestDto;
 import com.crrc.crrcmall.dto.audit.AuditCheckRequestDto;
-import com.crrc.crrcmall.dto.audit.AuditContext;
 import com.crrc.crrcmall.dto.audit.AuditSearchRequestDto;
-import com.crrc.crrcmall.dto.audit.CustomItemRequestDto;
 import com.crrc.crrcmall.entity.AuditTask;
 import com.crrc.crrcmall.service.AuditRuleService;
 import com.crrc.crrcmall.service.AuditService;
@@ -14,7 +13,6 @@ import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Service;
 
 import java.time.LocalDateTime;
-import java.util.List;
 import java.util.Map;
 import java.util.UUID;
 import java.util.concurrent.CompletableFuture;
@@ -39,10 +37,7 @@ public class AuditServiceImpl implements AuditService {
     public AuditCheckResponseVo submitAuditCheck(AuditCheckRequestDto request) {
         String taskId = UUID.randomUUID().toString().replace("-", "");
         
-        // 1. 数据转换：将 customList 转换为结构化 Context
-        AuditContext context = convertToContext(request);
-        
-        // 2. 创建任务记录 (模拟 INSERT INTO audit_task)
+        // 1. 创建任务记录
         AuditTask task = new AuditTask();
         task.setTaskId(taskId);
         task.setGoodsId(request.getGoodsId());
@@ -51,21 +46,20 @@ public class AuditServiceImpl implements AuditService {
         task.setCreateTime(LocalDateTime.now());
         TASK_DB.put(taskId, task);
 
-        // 3. 异步执行审核
+        // 2. 异步执行审核
         CompletableFuture.runAsync(() -> {
             try {
-                log.info("开始异步审核任务: {}", taskId);
-                // 调用规则引擎
-                AuditDetailResponseVo result = auditRuleService.executeAllRules(context, request.getCustomList());
-                result.setTaskId(taskId); // 绑定 TaskId
+                log.info("开始异步审核任务: {}, Type: {}, AuditId: {}", taskId, request.getType(), request.getAuditId());
+                
+                // 调用规则引擎 (内部会使用 MockDataGenerator 生成数据)
+                AuditDetailResponseVo result = auditRuleService.executeAllRules(request);
+                
+                // 保存结果
+                RESULT_DB.put(taskId, result);
                 
-                // 更新任务状态
                 task.setStatus("COMPLETED");
                 task.setCompleteTime(LocalDateTime.now());
                 
-                // 保存结果 (模拟 INSERT INTO audit_result_detail)
-                RESULT_DB.put(taskId, result);
-                
                 // TODO: 触发 Callback 通知客户
                 // httpClient.post(request.getCallbackUrl(), result);
                 
@@ -75,7 +69,44 @@ public class AuditServiceImpl implements AuditService {
             }
         });
 
-        // 4. 立即返回
+        // 3. 立即返回
+        AuditCheckResponseVo response = new AuditCheckResponseVo();
+        response.setTaskId(taskId);
+        response.setStatus("ACCEPTED");
+        return response;
+    }
+
+    @Override
+    public AuditCheckResponseVo submitAuditCheckBatch(AuditBatchRequestDto request) {
+        String taskId = UUID.randomUUID().toString().replace("-", "");
+        
+        AuditTask task = new AuditTask();
+        task.setTaskId(taskId);
+        task.setStatus("PROCESSING");
+        task.setCreateTime(LocalDateTime.now());
+        TASK_DB.put(taskId, task);
+
+        CompletableFuture.runAsync(() -> {
+            try {
+                log.info("开始批量异步审核任务: {}, Count: {}", taskId, request.getAuditInfo().size());
+                for (AuditBatchRequestDto.AuditInfo info : request.getAuditInfo()) {
+                    AuditCheckRequestDto singleReq = new AuditCheckRequestDto();
+                    singleReq.setGoodsId(info.getGoodsId());
+                    singleReq.setAuditId(info.getAuditId());
+                    singleReq.setType(info.getType());
+                    singleReq.setCallbackUrl(request.getCallbackUrl());
+                    
+                    AuditDetailResponseVo result = auditRuleService.executeAllRules(singleReq);
+                    RESULT_DB.put(taskId + "_" + info.getAuditId(), result);
+                }
+                task.setStatus("COMPLETED");
+                task.setCompleteTime(LocalDateTime.now());
+            } catch (Exception e) {
+                log.error("批量审核任务执行失败: {}", taskId, e);
+                task.setStatus("FAILED");
+            }
+        });
+
         AuditCheckResponseVo response = new AuditCheckResponseVo();
         response.setTaskId(taskId);
         response.setStatus("ACCEPTED");
@@ -85,50 +116,6 @@ public class AuditServiceImpl implements AuditService {
     @Override
     public AuditDetailResponseVo getAuditResult(AuditSearchRequestDto request) {
         // 从模拟 DB 中查询
-        return RESULT_DB.getOrDefault(String.valueOf(request.getTaskId()), null);
-    }
-
-    /**
-     * 辅助方法：将 Key-Value 列表转换为结构化对象
-     */
-    private AuditContext convertToContext(AuditCheckRequestDto request) {
-        AuditContext context = new AuditContext();
-        context.setGoodsId(request.getGoodsId());
-        context.setCallbackUrl(request.getCallbackUrl());
-
-        if (request.getCustomList() != null) {
-            for (CustomItemRequestDto item : request.getCustomList()) {
-                String key = item.getCustomField();
-                Object value = item.getCustomValue();
-                
-                // 简单的映射逻辑 (实际可根据 customType 进一步细分)
-                switch (key) {
-                    case "goodsName": context.setGoodsName(String.valueOf(value)); break;
-                    case "barcode": context.setBarcode(String.valueOf(value)); break;
-                    case "brandName": context.setBrandName(String.valueOf(value)); break;
-                    case "taxCode": context.setTaxCode(String.valueOf(value)); break;
-                    case "materialCode": context.setMaterialCode(String.valueOf(value)); break;
-                    case "catalogId": 
-                        if (value instanceof Number) context.setCatalogId(((Number) value).longValue()); 
-                        break;
-                    case "imageUrls": 
-                        // 假设传入的是逗号分隔的字符串或 List
-                        if (value instanceof List) context.setImageUrls((List<String>) value);
-                        else if (value instanceof String) context.setImageUrls(List.of((String) value));
-                        break;
-                    case "description": context.setDescription(String.valueOf(value)); break;
-                    case "marketPriceUrl": context.setMarketPriceUrl(String.valueOf(value)); break;
-                    case "jdPriceUrl": context.setJdPriceUrl(String.valueOf(value)); break;
-                    case "price": 
-                        if (value instanceof Number) context.setPrice(((Number) value).doubleValue()); 
-                        break;
-                    case "shippingFee": context.setShippingFee(String.valueOf(value)); break;
-                    case "deliveryArea": context.setDeliveryArea(String.valueOf(value)); break;
-                    case "productType": context.setProductType(String.valueOf(value)); break;
-                    // TODO: 其他字段映射
-                }
-            }
-        }
-        return context;
+        return RESULT_DB.getOrDefault(request.getTaskId(), null);
     }
 }
diff --git a/src/main/java/com/crrc/crrcmall/service/impl/SearchServiceImpl.java b/src/main/java/com/crrc/crrcmall/service/impl/SearchServiceImpl.java
index 2dba1b8..3a70423 100644
--- a/src/main/java/com/crrc/crrcmall/service/impl/SearchServiceImpl.java
+++ b/src/main/java/com/crrc/crrcmall/service/impl/SearchServiceImpl.java
@@ -1,41 +1,33 @@
 package com.crrc.crrcmall.service.impl;
 
+import com.crrc.crrcmall.common.mock.SearchMockDataGenerator;
 import com.crrc.crrcmall.dto.crrc.SearchGoodsRequestDto;
 import com.crrc.crrcmall.service.SearchService;
 import com.crrc.crrcmall.vo.crrc.GoodsSearchResultVo;
 import lombok.extern.slf4j.Slf4j;
+import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.stereotype.Service;
 
-import java.util.ArrayList;
-
 /**
- * 搜索服务实现类
+ * 搜索服务实现类 (Demo 模式)
+ * 目前通过 Mock 数据生成器返回搜索结果，方便演示 AI 搜索效果
  */
 @Slf4j
 @Service
 public class SearchServiceImpl implements SearchService {
 
+    @Autowired
+    private SearchMockDataGenerator mockDataGenerator;
+
     @Override
     public GoodsSearchResultVo searchByText(SearchGoodsRequestDto request) {
-        // TODO: 1. 调用 AI 意图识别模块
-        // TODO: 2. 调用 ES 混合检索
-        // TODO: 3. 组装数据
-        
-        // 目前返回空数据结构
-        GoodsSearchResultVo result = new GoodsSearchResultVo();
-        result.setGoodsList(new ArrayList<>());
-        result.setBrandList(new ArrayList<>());
-        result.setCatalogList(new ArrayList<>());
-        
-        return result;
+        log.info("执行 AI 文本搜索，关键词：{}", request.getGoodsName());
+        // 调用 Mock 生成器返回演示数据
+        return mockDataGenerator.generateResult(request);
     }
 
     @Override
     public GoodsSearchResultVo searchByImage(SearchGoodsRequestDto request) {
-        // TODO: 1. 图片向量化
-        // TODO: 2. 调用 ES 混合检索
-        // TODO: 3. 组装数据
-
-        return new GoodsSearchResultVo();
+        return mockDataGenerator.generateResult(request);
     }
 }
diff --git a/src/main/java/com/crrc/crrcmall/vo/ai/AiSearchInfoVo.java b/src/main/java/com/crrc/crrcmall/vo/ai/AiSearchInfoVo.java
index 2513f69..65e8865 100644
--- a/src/main/java/com/crrc/crrcmall/vo/ai/AiSearchInfoVo.java
+++ b/src/main/java/com/crrc/crrcmall/vo/ai/AiSearchInfoVo.java
@@ -1,9 +1,5 @@
 package com.crrc.crrcmall.vo.ai;
 
-/**
- * @Author：Jinyun.Wang
- * @Date：2026/11/2
- **/
 import com.crrc.crrcmall.common.enums.MatchTypeEnum;
 import io.swagger.v3.oas.annotations.media.Schema;
 import lombok.Data;
diff --git a/src/main/java/com/crrc/crrcmall/vo/audit/AuditDetailResponseVo.java b/src/main/java/com/crrc/crrcmall/vo/audit/AuditDetailResponseVo.java
index a3ec9db..7a590ff 100644
--- a/src/main/java/com/crrc/crrcmall/vo/audit/AuditDetailResponseVo.java
+++ b/src/main/java/com/crrc/crrcmall/vo/audit/AuditDetailResponseVo.java
@@ -7,7 +7,7 @@ import java.io.Serializable;
 import java.util.List;
 
 /**
- * 审核详情响应 VO
+ * 审核详情响应 VO (v2 - 嵌套结构)
  */
 @Data
 @Schema(description = "审核详情响应")
@@ -15,22 +15,32 @@ public class AuditDetailResponseVo implements Serializable {
 
     private static final long serialVersionUID = 1L;
 
-    @Schema(description = "任务 ID")
+    @Schema(description = "审核类型: 1-新品审核 2-新品复审 3-调价审核")
+    private Integer type;
+
+    @Schema(description = "审核任务 ID")
     private String taskId;
 
-    @Schema(description = "商品 ID")
-    private String goodsId;
+    @Schema(description = "状态: 1 已完成 2 未检测")
+    private Integer status;
 
-    @Schema(description = "状态: SUCCESSED/WAITING")
-    private String status;
-
-    @Schema(description = "审核明细列表")
-    private List<CustomItemResponseVo> customList;
+    @Schema(description = "审核分组列表 (按 auditId 分组)")
+    private List<AuditGroupVo> auditList;
 
     @Data
-    public static class CustomItemResponseVo implements Serializable {
-        @Schema(description = "类型")
-        private String type;
+    public static class AuditGroupVo implements Serializable {
+        @Schema(description = "商品 ID")
+        private String goodsId;
+
+        @Schema(description = "审核 ID")
+        private String auditId;
+
+        @Schema(description = "审核明细列表")
+        private List<AuditDetailItemVo> auditDetailList;
+    }
+
+    @Data
+    public static class AuditDetailItemVo implements Serializable {
         @Schema(description = "字段标识")
         private String customField;
         @Schema(description = "字段显示名")
@@ -41,13 +51,13 @@ public class AuditDetailResponseVo implements Serializable {
         private Object customType;
         @Schema(description = "AI 反馈")
         private String aiIntent;
-        @Schema(description = "AI 反馈类型")
+        @Schema(description = "AI 反馈类型: 1-格式 2-逻辑 3-图片")
         private Integer aiIntentType;
         @Schema(description = "AI 匹配度")
         private Double aiRelevanceScore;
-        @Schema(description = "规则类型")
+        @Schema(description = "规则类型: 1-硬规则 2-AI 规则")
         private Integer checkType;
-        @Schema(description = "规则类型")
-        private String checkStatus;
+        @Schema(description = "检测状态: 0 成功 1 失败")
+        private Integer auditStatus;
     }
 }
diff --git a/src/main/java/com/crrc/crrcmall/vo/crrc/GoodsSearchResultVo.java b/src/main/java/com/crrc/crrcmall/vo/crrc/GoodsSearchResultVo.java
index b5ab7ff..b5410fa 100644
--- a/src/main/java/com/crrc/crrcmall/vo/crrc/GoodsSearchResultVo.java
+++ b/src/main/java/com/crrc/crrcmall/vo/crrc/GoodsSearchResultVo.java
@@ -46,4 +46,7 @@ public class GoodsSearchResultVo implements Serializable {
 
     @Schema(description = "ai规则说明")
     private AiSearchInfoVo aiSearchInfo;
+
+    @Schema(description = "条数")
+    private int total;
 }