diff --git a/vehicle-data-platform/apps/web/src/pages/Dashboard.tsx b/vehicle-data-platform/apps/web/src/pages/Dashboard.tsx
index ed3386f8..e1315d30 100644
--- a/vehicle-data-platform/apps/web/src/pages/Dashboard.tsx
+++ b/vehicle-data-platform/apps/web/src/pages/Dashboard.tsx
@@ -1707,6 +1707,32 @@ export function Dashboard({
       onClick: () => onOpenQuality(highPriorityIssue?.issueType ? { issueType: highPriorityIssue.issueType } : {})
     }
   ];
+  const tenSecondTriageItems = [
+    {
+      label: '告警车辆',
+      value: `${formatCount(summary?.issueVehicles)} 辆`,
+      detail: highPriorityIssue ? `${qualityIssueLabel(highPriorityIssue.issueType)} / ${priorityIssueVehicleLabel(highPriorityIssue)}` : '暂无高优先级告警，保持日常巡检。',
+      action: '处理告警',
+      color: (summary?.issueVehicles ?? 0) > 0 ? 'orange' as const : 'green' as const,
+      onClick: () => onOpenQuality(highPriorityIssue?.issueType ? { issueType: highPriorityIssue.issueType } : {})
+    },
+    {
+      label: '无数据车辆',
+      value: `${formatCount(serviceSummary?.noDataVehicles)} 辆`,
+      detail: '优先确认平台转发、车辆是否在线以及是否有任何来源证据。',
+      action: '查车辆',
+      color: (serviceSummary?.noDataVehicles ?? 0) > 0 ? 'orange' as const : 'green' as const,
+      onClick: () => onOpenVehicles({ serviceStatus: 'no_data' })
+    },
+    {
+      label: '身份未绑定',
+      value: `${formatCount(serviceSummary?.identityRequiredVehicles)} 辆`,
+      detail: '已有上报但无法稳定归并到 VIN，会影响地图、轨迹和统计聚合。',
+      action: '维护绑定',
+      color: (serviceSummary?.identityRequiredVehicles ?? 0) > 0 ? 'orange' as const : 'green' as const,
+      onClick: () => onOpenVehicles({ serviceStatus: 'identity_required' })
+    }
+  ];
   const amapVehicleServiceItems = [
     {
       label: '实时看车',
@@ -2456,6 +2482,36 @@ export function Dashboard({
             ))}
           </div>
         </section>
+        <section className="vp-ten-second-triage" aria-label="十秒车辆处置台">
+          <div className="vp-ten-second-triage-copy">
+            <Space wrap>
+              <Tag color="blue">十秒车辆处置台</Tag>
+              <Tag color={(summary?.issueVehicles ?? 0) > 0 || (serviceSummary?.noDataVehicles ?? 0) > 0 ? 'orange' : 'green'}>先处理异常车辆</Tag>
+            </Space>
+            <Typography.Title heading={5} style={{ margin: 0 }}>
+              登录后先知道哪三类车辆最需要处理，再进入地图、车辆中心或告警通知。
+            </Typography.Title>
+            <Typography.Text type="secondary">
+              首页只保留能直接行动的优先级：告警车辆、无数据车辆、身份未绑定车辆；协议来源留在证据层解释原因。
+            </Typography.Text>
+          </div>
+          <div className="vp-ten-second-triage-grid">
+            {tenSecondTriageItems.map((item) => (
+              <button
+                key={item.label}
+                type="button"
+                className="vp-ten-second-triage-item"
+                onClick={item.onClick}
+                aria-label={`十秒车辆处置台 ${item.label} ${item.value} ${item.action}`}
+              >
+                <Tag color={item.color}>{item.label}</Tag>
+                <strong>{item.value}</strong>
+                <span>{item.detail}</span>
+                <em>{item.action}</em>
+              </button>
+            ))}
+          </div>
+        </section>
         <section className="vp-customer-service-journey" aria-label="车辆服务闭环">
           <div className="vp-customer-service-journey-copy">
             <Tag color="blue">车辆服务闭环</Tag>
diff --git a/vehicle-data-platform/apps/web/src/styles/global.css b/vehicle-data-platform/apps/web/src/styles/global.css
index 92888f0a..a0df9714 100644
--- a/vehicle-data-platform/apps/web/src/styles/global.css
+++ b/vehicle-data-platform/apps/web/src/styles/global.css
@@ -2081,6 +2081,88 @@ body {
   line-height: 18px;
 }
 
+.vp-ten-second-triage {
+  margin-bottom: 16px;
+  padding: 14px;
+  border: 1px solid rgba(245, 135, 0, 0.18);
+  border-radius: 8px;
+  background: #ffffff;
+  display: grid;
+  grid-template-columns: minmax(300px, 0.5fr) minmax(0, 1.5fr);
+  gap: 14px;
+  align-items: stretch;
+}
+
+.vp-ten-second-triage-copy {
+  padding: 16px;
+  border: 1px solid rgba(245, 135, 0, 0.14);
+  border-radius: 8px;
+  background: #fffaf2;
+  display: grid;
+  gap: 10px;
+  align-content: center;
+}
+
+.vp-ten-second-triage-copy .semi-typography {
+  line-height: 25px;
+}
+
+.vp-ten-second-triage-grid {
+  min-width: 0;
+  display: grid;
+  grid-template-columns: repeat(3, minmax(0, 1fr));
+  gap: 10px;
+}
+
+.vp-ten-second-triage-item {
+  min-width: 0;
+  min-height: 128px;
+  padding: 12px;
+  border: 1px solid rgba(245, 135, 0, 0.16);
+  border-radius: 8px;
+  background: #fffdfa;
+  color: inherit;
+  cursor: pointer;
+  font: inherit;
+  text-align: left;
+  display: grid;
+  gap: 8px;
+  align-content: start;
+  transition: border-color 0.16s ease, box-shadow 0.16s ease, background 0.16s ease;
+}
+
+.vp-ten-second-triage-item:hover,
+.vp-ten-second-triage-item:focus-visible {
+  border-color: rgba(245, 135, 0, 0.42);
+  background: #fff8ec;
+  box-shadow: 0 0 0 3px rgba(245, 135, 0, 0.08);
+  outline: none;
+}
+
+.vp-ten-second-triage-item strong {
+  color: var(--vp-text);
+  font-size: 18px;
+  line-height: 24px;
+  font-weight: 800;
+  word-break: break-word;
+}
+
+.vp-ten-second-triage-item span {
+  color: var(--vp-text-muted);
+  font-size: 12px;
+  line-height: 18px;
+  word-break: break-word;
+}
+
+.vp-ten-second-triage-item em {
+  align-self: end;
+  color: #d25f00;
+  font-size: 12px;
+  font-style: normal;
+  font-weight: 800;
+  line-height: 18px;
+}
+
 .vp-customer-service-journey {
   margin-bottom: 16px;
   padding: 14px;
@@ -12363,6 +12445,8 @@ button.vp-realtime-command-item:focus-visible {
   .vp-customer-platform-blueprint-grid,
   .vp-customer-saved-view-library,
   .vp-customer-saved-view-library-grid,
+  .vp-ten-second-triage,
+  .vp-ten-second-triage-grid,
   .vp-customer-service-separation,
   .vp-customer-primary-flow-grid,
   .vp-source-readiness-grid,
diff --git a/vehicle-data-platform/apps/web/src/test/App.test.tsx b/vehicle-data-platform/apps/web/src/test/App.test.tsx
index f5452729..58d9385f 100644
--- a/vehicle-data-platform/apps/web/src/test/App.test.tsx
+++ b/vehicle-data-platform/apps/web/src/test/App.test.tsx
@@ -1369,6 +1369,11 @@ test('dashboard exposes vehicle data center capability matrix', async () => {
   expect(screen.getByRole('button', { name: '客户常用视图库 轨迹日报模板 4 活跃 历史导出' })).toBeInTheDocument();
   expect(screen.getByRole('button', { name: '客户常用视图库 里程周报模板 1,033 车辆 统计查询' })).toBeInTheDocument();
   expect(screen.getByRole('button', { name: '客户常用视图库 告警订阅视图 7 告警 通知闭环' })).toBeInTheDocument();
+  expect(screen.getByRole('region', { name: '十秒车辆处置台' })).toBeInTheDocument();
+  expect(screen.getByText('登录后先知道哪三类车辆最需要处理，再进入地图、车辆中心或告警通知。')).toBeInTheDocument();
+  expect(screen.getByRole('button', { name: '十秒车辆处置台 告警车辆 7 辆 处理告警' })).toBeInTheDocument();
+  expect(screen.getByRole('button', { name: '十秒车辆处置台 无数据车辆 461 辆 查车辆' })).toBeInTheDocument();
+  expect(screen.getByRole('button', { name: '十秒车辆处置台 身份未绑定 9 辆 维护绑定' })).toBeInTheDocument();
   expect(screen.getByText('现代车队运营台')).toBeInTheDocument();
   expect(screen.getByText('一屏完成车辆地图、轨迹回放、里程统计、数据导出和告警闭环。')).toBeInTheDocument();
   expect(screen.getByRole('button', { name: '现代车队运营台 Live Map 208 在线 打开地图' })).toBeInTheDocument();