diff --git a/frontend/app/javascript/dashboard/components-next/Conversation/ConversationCard/ConversationCard.vue b/frontend/app/javascript/dashboard/components-next/Conversation/ConversationCard/ConversationCard.vue
index f9a2507a..04c2082d 100644
--- a/frontend/app/javascript/dashboard/components-next/Conversation/ConversationCard/ConversationCard.vue
+++ b/frontend/app/javascript/dashboard/components-next/Conversation/ConversationCard/ConversationCard.vue
@@ -4,6 +4,7 @@ import { getInboxIconByType } from 'dashboard/helper/inbox';
 import { useRouter, useRoute } from 'vue-router';
 import { frontendURL, conversationUrl } from 'dashboard/helper/URLHelper.js';
 import { dynamicTime, shortTimestamp } from 'shared/helpers/timeHelper';
+import { getConversationContactDisplayName } from 'dashboard/helper/conversationHelper';
 
 import Icon from 'dashboard/components-next/icon/Icon.vue';
 import Avatar from 'dashboard/components-next/avatar/Avatar.vue';
@@ -37,7 +38,12 @@ const cardMessagePreviewWithMetaRef = ref(null);
 
 const currentContact = computed(() => props.contact);
 
-const currentContactName = computed(() => currentContact.value?.name);
+const currentContactName = computed(() =>
+  getConversationContactDisplayName(
+    currentContact.value,
+    props.conversation?.id
+  )
+);
 const currentContactThumbnail = computed(() => currentContact.value?.thumbnail);
 const currentContactStatus = computed(
   () => currentContact.value?.availabilityStatus
diff --git a/frontend/app/javascript/dashboard/components-next/Conversation/ConversationCard/ConversationCardExpanded.vue b/frontend/app/javascript/dashboard/components-next/Conversation/ConversationCard/ConversationCardExpanded.vue
index 6260f3ed..a8ff16b3 100644
--- a/frontend/app/javascript/dashboard/components-next/Conversation/ConversationCard/ConversationCardExpanded.vue
+++ b/frontend/app/javascript/dashboard/components-next/Conversation/ConversationCard/ConversationCardExpanded.vue
@@ -1,6 +1,9 @@
 <script setup>
 import { computed, useTemplateRef } from 'vue';
-import { getLastMessage } from 'dashboard/helper/conversationHelper';
+import {
+  getConversationContactDisplayName,
+  getLastMessage,
+} from 'dashboard/helper/conversationHelper';
 import CardAvatar from './CardAvatar.vue';
 import CardContent from './CardContent.vue';
 import CardLabels from './CardLabelsV5.vue';
@@ -33,6 +36,9 @@ const emit = defineEmits([
 ]);
 
 const lastMessageInChat = computed(() => getLastMessage(props.chat));
+const currentContactName = computed(() =>
+  getConversationContactDisplayName(props.currentContact, props.chat.id)
+);
 const showLabelsSection = computed(() => props.chat.labels?.length > 0);
 
 const voiceCallData = computed(() => {
@@ -155,7 +161,7 @@ const selectedModel = computed({
           <h4
             class="text-heading-3 my-0 min-w-0 flex-1 capitalize truncate text-n-slate-12 font-medium"
           >
-            {{ currentContact.name }}
+            {{ currentContactName }}
           </h4>
           <TimeAgo
             :conversation-id="chat.id"
diff --git a/frontend/app/javascript/dashboard/components/widgets/conversation/ConversationCard.vue b/frontend/app/javascript/dashboard/components/widgets/conversation/ConversationCard.vue
index 734d43ca..f2056fcd 100644
--- a/frontend/app/javascript/dashboard/components/widgets/conversation/ConversationCard.vue
+++ b/frontend/app/javascript/dashboard/components/widgets/conversation/ConversationCard.vue
@@ -1,6 +1,9 @@
 <script setup>
 import { computed, ref, watch } from 'vue';
-import { getLastMessage } from 'dashboard/helper/conversationHelper';
+import {
+  getConversationContactDisplayName,
+  getLastMessage,
+} from 'dashboard/helper/conversationHelper';
 import Avatar from 'next/avatar/Avatar.vue';
 import MessagePreview from './MessagePreview.vue';
 import InboxName from '../InboxName.vue';
@@ -34,6 +37,10 @@ const emit = defineEmits([
 
 const hovered = ref(false);
 
+const currentContactName = computed(() =>
+  getConversationContactDisplayName(props.currentContact, props.chat.id)
+);
+
 const unreadCount = computed(() => props.chat.unread_count);
 const hasUnread = computed(() => unreadCount.value > 0);
 const lastMessageInChat = computed(() => getLastMessage(props.chat));
@@ -174,7 +181,7 @@ watch(
           class="conversation--user text-sm my-0 min-w-0 flex-1 capitalize text-ellipsis overflow-hidden whitespace-nowrap text-n-slate-12"
           :class="hasUnread ? 'font-semibold' : 'font-medium'"
         >
-          {{ currentContact.name }}
+          {{ currentContactName }}
         </h4>
         <TimeAgo
           :last-activity-timestamp="chat.timestamp"
diff --git a/frontend/app/javascript/dashboard/components/widgets/conversation/ConversationHeader.vue b/frontend/app/javascript/dashboard/components/widgets/conversation/ConversationHeader.vue
index 36edf131..e36dc411 100644
--- a/frontend/app/javascript/dashboard/components/widgets/conversation/ConversationHeader.vue
+++ b/frontend/app/javascript/dashboard/components/widgets/conversation/ConversationHeader.vue
@@ -10,6 +10,7 @@ import Avatar from 'next/avatar/Avatar.vue';
 import SLACardLabel from './components/SLACardLabel.vue';
 import wootConstants from 'dashboard/constants/globals';
 import { conversationListPageURL } from 'dashboard/helper/URLHelper';
+import { getConversationContactDisplayName } from 'dashboard/helper/conversationHelper';
 import { snoozedReopenTime } from 'dashboard/helper/snoozeHelpers';
 import { useInbox } from 'dashboard/composables/useInbox';
 import { useI18n } from 'vue-i18n';
@@ -71,6 +72,10 @@ const currentContact = computed(() =>
   store.getters['contacts/getContact'](props.chat?.meta?.sender?.id)
 );
 
+const currentContactName = computed(() =>
+  getConversationContactDisplayName(currentContact.value, props.chat?.id)
+);
+
 const isSnoozed = computed(
   () => currentChat.value.status === wootConstants.STATUS_TYPE.SNOOZED
 );
@@ -132,7 +137,7 @@ const copyConversationId = async () => {
           <span
             class="text-sm font-medium truncate leading-tight text-n-slate-12"
           >
-            {{ currentContact.name }}
+            {{ currentContactName }}
           </span>
           <fluent-icon
             v-if="!isHMACVerified"
diff --git a/frontend/app/javascript/dashboard/helper/conversationHelper.js b/frontend/app/javascript/dashboard/helper/conversationHelper.js
index 66194e00..6e175b74 100644
--- a/frontend/app/javascript/dashboard/helper/conversationHelper.js
+++ b/frontend/app/javascript/dashboard/helper/conversationHelper.js
@@ -69,6 +69,81 @@ export const getLastMessage = m => {
   );
 };
 
+const anonymousContactNames = new Set([
+  '',
+  '匿名',
+  '匿名客户',
+  'Anonymous Visitor',
+  '商务通访客',
+]);
+
+const firstAttribute = (attributes, ...keys) => {
+  const value = keys
+    .map(key => attributes?.[key])
+    .find(item => typeof item === 'string' && item.trim());
+  return value?.trim() || '';
+};
+
+const contactAttributes = contact => ({
+  ...(contact?.additional_attributes || {}),
+  ...(contact?.additionalAttributes || {}),
+  ...(contact?.custom_attributes || {}),
+  ...(contact?.customAttributes || {}),
+});
+
+const visitorLocation = attributes => {
+  const province = firstAttribute(attributes, 'visitor_province');
+  const city = firstAttribute(attributes, 'visitor_city');
+  if (province || city) {
+    if (!city || !province || city === province || city.startsWith(province)) {
+      return city || province;
+    }
+    return `${province}${city}`;
+  }
+  return firstAttribute(attributes, 'swt_ip_location');
+};
+
+const shortConversationCode = conversationId => {
+  const value = String(conversationId ?? '').trim();
+  if (!/^[1-9]\d*$/.test(value)) {
+    return '';
+  }
+  const numericValue = Number(value);
+  return Number.isSafeInteger(numericValue)
+    ? numericValue.toString(36).toUpperCase()
+    : '';
+};
+
+/**
+ * Adds a stable, compact session code only to generated anonymous names.
+ * The stored contact name remains unchanged.
+ */
+export const getConversationContactDisplayName = (contact, conversationId) => {
+  const name = String(contact?.name || '').trim();
+  const attributes = contactAttributes(contact);
+  const source = firstAttribute(attributes, 'visitor_name_source');
+  const isGeneratedName =
+    anonymousContactNames.has(name) ||
+    source === 'ip_geolocation' ||
+    source === 'anonymous_fallback';
+
+  if (!isGeneratedName) {
+    return name;
+  }
+
+  const code = shortConversationCode(conversationId);
+  if (!code) {
+    return name || '匿名';
+  }
+
+  const location =
+    visitorLocation(attributes) ||
+    (source === 'ip_geolocation' && name.endsWith('客户')
+      ? name.slice(0, -2)
+      : '');
+  return location ? `${location}·${code}` : `匿名${code}`;
+};
+
 /**
  * Filters messages that have been read by the agent.
  * @param {Array} messages - The array of messages to filter.
diff --git a/frontend/app/javascript/dashboard/helper/specs/conversationHelper.spec.js b/frontend/app/javascript/dashboard/helper/specs/conversationHelper.spec.js
index 1bd74508..887be6a5 100644
--- a/frontend/app/javascript/dashboard/helper/specs/conversationHelper.spec.js
+++ b/frontend/app/javascript/dashboard/helper/specs/conversationHelper.spec.js
@@ -1,5 +1,6 @@
 import {
   filterDuplicateSourceMessages,
+  getConversationContactDisplayName,
   getLastMessage,
   getReadMessages,
   getUnreadMessages,
@@ -37,6 +38,36 @@ describe('conversationHelper', () => {
     });
   });
 
+  describe('#getConversationContactDisplayName', () => {
+    it('formats a geolocated anonymous visitor with a base36 session code', () => {
+      expect(
+        getConversationContactDisplayName(
+          {
+            name: '河北邯郸客户',
+            additional_attributes: {
+              visitor_name_source: 'ip_geolocation',
+              visitor_province: '河北',
+              visitor_city: '邯郸',
+            },
+          },
+          1296
+        )
+      ).toBe('河北邯郸·100');
+    });
+
+    it('uses the anonymous label when location is unavailable', () => {
+      expect(
+        getConversationContactDisplayName({ name: '商务通访客' }, 36)
+      ).toBe('匿名10');
+    });
+
+    it('keeps a real contact name unchanged', () => {
+      expect(getConversationContactDisplayName({ name: '张三' }, 1296)).toBe(
+        '张三'
+      );
+    });
+  });
+
   describe('#readMessages', () => {
     it('should return read messages if conversation is passed', () => {
       expect(