diff --git a/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/service/AihrPracticeSeedService.java b/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/service/AihrPracticeSeedService.java
index dd9d831b..ed215589 100644
--- a/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/service/AihrPracticeSeedService.java
+++ b/backend/ruoyi-modules/ruoyi-aihr/src/main/java/org/dromara/aihr/service/AihrPracticeSeedService.java
@@ -171,7 +171,7 @@ public class AihrPracticeSeedService {
         SELECT
           (SELECT COUNT(*) FROM aihr_practice_scenario s JOIN pilot_params p ON p.tenant_id = s.tenant_id
             WHERE s.position = '生活顾问' AND s.enabled = 1) AS scenario_count,
-          (SELECT COUNT(DISTINCT ext_party_id) FROM safe_org) AS org_login_count,
+          (SELECT COUNT(DISTINCT ext_party_id) FROM safe_org) AS org_identity_count,
           (SELECT COUNT(*) FROM pilot_org) AS pilot_people,
           (SELECT COUNT(DISTINCT o.project_code) FROM pilot_org po JOIN safe_org o ON o.ext_party_id = po.ext_party_id
             WHERE o.project_code IS NOT NULL AND o.project_code <> '') AS pilot_projects,
@@ -1135,7 +1135,7 @@ public class AihrPracticeSeedService {
         try {
             metrics = jdbcTemplate.queryForObject(PILOT_METRICS_SQL, (rs, rowNum) -> new PilotReportMetrics(
                 rs.getInt("scenario_count"),
-                rs.getInt("org_login_count"),
+                rs.getInt("org_identity_count"),
                 rs.getInt("pilot_people"),
                 rs.getInt("pilot_projects"),
                 rs.getInt("training_count"),
@@ -1159,7 +1159,7 @@ public class AihrPracticeSeedService {
             startDate.atStartOfDay(), endDate.plusDays(1).atStartOfDay());
         int pilotPeople = metrics.pilotPeople();
         int completedPeople = metrics.completedPeople();
-        boolean scopeReady = metrics.orgLoginCount() >= 20
+        boolean scopeReady = metrics.orgIdentityCount() >= 20
             && pilotPeople >= 20
             && metrics.pilotProjects() >= 1
             && metrics.pilotProjects() <= 2;
@@ -1175,7 +1175,7 @@ public class AihrPracticeSeedService {
         appendCsvRow(csv, "data_scope", "active_org_unique_identity");
         appendCsvRow(csv, "scenario_count", metrics.scenarioCount());
         appendCsvRow(csv, "scenario_count_target", 12);
-        appendCsvRow(csv, "formal_org_login_count", metrics.orgLoginCount());
+        appendCsvRow(csv, "formal_org_identity_count", metrics.orgIdentityCount());
         appendCsvRow(csv, "formal_pilot_people_count", pilotPeople);
         appendCsvRow(csv, "formal_pilot_people_target", 20);
         appendCsvRow(csv, "formal_pilot_project_count", metrics.pilotProjects());
@@ -3828,7 +3828,7 @@ public class AihrPracticeSeedService {
 
     private record PilotReportMetrics(
         int scenarioCount,
-        int orgLoginCount,
+        int orgIdentityCount,
         int pilotPeople,
         int pilotProjects,
         int trainingCount,
diff --git a/docs/BRD_IMPLEMENTATION_AUDIT.md b/docs/BRD_IMPLEMENTATION_AUDIT.md
index added5a4..03e6331d 100644
--- a/docs/BRD_IMPLEMENTATION_AUDIT.md
+++ b/docs/BRD_IMPLEMENTATION_AUDIT.md
@@ -248,3 +248,4 @@
 - 2026-07-14 线上资源差异复核：生产根站、`/h5/`、`/prod-api/auth/tenant/list` 和 `/prod-api/api/aihr/mobile/home/user` 均返回 `200`；线上管理端仍加载 `/assets/index-CJZ3Ax3Z.js`，H5 仍加载 `/h5/assets/index-D4-NrEpb.js`，当前本地构建分别为 `/assets/index-ClaGy0E5.js`（SHA-256 `788247429e1e20d10306258747d08abdc6903f57fe1313a3e742d141ddcd77fb`）和 `/h5/assets/index-C5pwI-WO.js`（SHA-256 `9d1c53f98561799f4b13fda37e7a25899d4ccc877a3d54a93369bfbfc984dbf7`）。当前只读核验，未执行生产静态资源同步、后端重启或业务数据写入；发布预检继续保留未提交文件保护。
 - 2026-07-14 发布预检卫生复核：根目录 `node_modules/` 确认为构建工具生成物，已加入 `.gitignore`，避免依赖目录阻塞发布检查；`RELEASE_VERIFY_REMOTE_MATCH=true` 的预检仍因两份用户未提交的 Figma 文档退出，说明未绕过“发布批次必须干净”的保护。
 - 2026-07-14 BRD G3 匿名入口复核：扫描 AIHR 全部控制器后，当前仅保留两个 `@SaIgnore` 方法：公开移动首页 `/api/aihr/mobile/home/{role}` 和岗位-SOP 导航 `/api/knowledge/position-sop`；训练、搜索、上传、复盘、模型、组织同步及音频读取均有登录或角色门禁，未发现新的匿名业务数据入口。本轮无新增代码修复。
+- 2026-07-14 BRD M5 导出指标语义复核：`formal_org_login_count` 原名会把按安全手机号映射统计的在职组织身份误读为登录次数；现统一更名为 `formal_org_identity_count`，统计 SQL 不变，CSV 契约、严格校验和验证脚本同步更新。AIHR 目标测试 `34/34`、CSV 契约测试 `5/5` 通过；不改变真实试点数据门槛，也未发布生产。
diff --git a/scripts/lib/pilot-export-contract.mjs b/scripts/lib/pilot-export-contract.mjs
index d96e5646..6c5359fa 100644
--- a/scripts/lib/pilot-export-contract.mjs
+++ b/scripts/lib/pilot-export-contract.mjs
@@ -4,7 +4,7 @@ const REQUIRED_METRICS = [
   'data_scope',
   'scenario_count',
   'scenario_count_target',
-  'formal_org_login_count',
+  'formal_org_identity_count',
   'formal_pilot_people_count',
   'formal_pilot_people_target',
   'formal_pilot_project_count',
@@ -38,7 +38,7 @@ const REQUIRED_METRICS = [
 const INTEGER_METRICS = [
   'scenario_count',
   'scenario_count_target',
-  'formal_org_login_count',
+  'formal_org_identity_count',
   'formal_pilot_people_count',
   'formal_pilot_people_target',
   'formal_pilot_project_count',
@@ -241,12 +241,12 @@ export function verifyPilotExportContract({ csv, startDate, endDate, contentDisp
   const completionTotal = integerMetric(metrics, 'completion_people_total');
   const completedPeople = integerMetric(metrics, 'completion_people_count');
   const projects = integerMetric(metrics, 'formal_pilot_project_count');
-  const orgLogin = integerMetric(metrics, 'formal_org_login_count');
+  const orgIdentityCount = integerMetric(metrics, 'formal_org_identity_count');
   if (completionTotal !== formalPeople) {
     fail(`completion_people_total ${completionTotal} does not match formal_pilot_people_count ${formalPeople}`);
   }
   if (completedPeople > completionTotal) fail('completion_people_count exceeds completion_people_total');
-  const scopeReady = orgLogin >= 20 && formalPeople >= 20 && projects >= 1 && projects <= 2;
+  const scopeReady = orgIdentityCount >= 20 && formalPeople >= 20 && projects >= 1 && projects <= 2;
   expectMetric(metrics, 'formal_pilot_scope_ready', String(scopeReady));
   expectMetric(metrics, 'completion_rate', expectedPercentage(completedPeople, completionTotal));
   const completionReady = scopeReady && completedPeople * 100 >= completionTotal * 80;
diff --git a/scripts/tests/pilot-export-contract.test.mjs b/scripts/tests/pilot-export-contract.test.mjs
index 26a98c4a..d33fe91e 100644
--- a/scripts/tests/pilot-export-contract.test.mjs
+++ b/scripts/tests/pilot-export-contract.test.mjs
@@ -13,7 +13,7 @@ function validCsv() {
     data_scope: 'active_org_unique_identity',
     scenario_count: '12',
     scenario_count_target: '12',
-    formal_org_login_count: '20',
+    formal_org_identity_count: '20',
     formal_pilot_people_count: '20',
     formal_pilot_people_target: '20',
     formal_pilot_project_count: '1',
diff --git a/scripts/verify-demo-questions.mjs b/scripts/verify-demo-questions.mjs
index 759a1a94..b0770e2c 100755
--- a/scripts/verify-demo-questions.mjs
+++ b/scripts/verify-demo-questions.mjs
@@ -223,7 +223,7 @@ if (pilotExport) {
   const { metrics } = verifiedExport;
   console.log(
     `PILOT_EXPORT window=${pilotStartDate}..${pilotEndDate}`
-    + ` org_login=${metrics.get('formal_org_login_count')}`
+    + ` org_identity=${metrics.get('formal_org_identity_count')}`
     + ` people=${metrics.get('formal_pilot_people_count')}`
     + ` projects=${metrics.get('formal_pilot_project_count')}`
     + ` ten_sessions=${metrics.get('completion_people_count')}/${metrics.get('completion_people_total')}`