diff --git a/Entity/MessageRecord.cs b/Entity/MessageRecord.cs
index 66cc2de..6e16607 100644
--- a/Entity/MessageRecord.cs
+++ b/Entity/MessageRecord.cs
@@ -43,4 +43,9 @@ public class MessageRecord : BaseEntity
     /// 是否已读
     /// </summary>
     public bool IsRead { get; set; } = false;
+
+    /// <summary>
+    /// 跳转URL
+    /// </summary>
+    public string? Url { get; set; }
 }
diff --git a/Entity/TransactionRecord.cs b/Entity/TransactionRecord.cs
index df4e157..96d0662 100644
--- a/Entity/TransactionRecord.cs
+++ b/Entity/TransactionRecord.cs
@@ -50,6 +50,16 @@ public class TransactionRecord : BaseEntity
     /// </summary>
     public string Classify { get; set; } = string.Empty;
 
+    /// <summary>
+    /// 待确认的分类（AI或规则建议，但尚未正式确认）
+    /// </summary>
+    public string? UnconfirmedClassify { get; set; }
+
+    /// <summary>
+    /// 待确认的类型
+    /// </summary>
+    public TransactionType? UnconfirmedType { get; set; }
+
     /// <summary>
     /// 导入编号
     /// </summary>
diff --git a/Repository/TransactionRecordRepository.cs b/Repository/TransactionRecordRepository.cs
index 4711b4f..8d50247 100644
--- a/Repository/TransactionRecordRepository.cs
+++ b/Repository/TransactionRecordRepository.cs
@@ -178,6 +178,18 @@ public interface ITransactionRecordRepository : IBaseRepository<TransactionRecor
     /// <returns>候选交易列表</returns>
     Task<List<TransactionRecord>> GetCandidatesForOffsetAsync(long currentId, decimal amount, TransactionType currentType);
 
+    /// <summary>
+    /// 获取待确认分类的账单列表
+    /// </summary>
+    /// <returns>待确认账单列表</returns>
+    Task<List<TransactionRecord>> GetUnconfirmedRecordsAsync();
+
+    /// <summary>
+    /// 全部确认待确认的分类
+    /// </summary>
+    /// <returns>影响行数</returns>
+    Task<int> ConfirmAllUnconfirmedAsync();
+
     /// <summary>
     /// 更新分类名称
     /// </summary>
@@ -677,6 +689,25 @@ public class TransactionRecordRepository(IFreeSql freeSql) : BaseRepository<Tran
             .Where(a => a.Classify == oldName && a.Type == type)
             .ExecuteAffrowsAsync();
     }
+
+    public async Task<List<TransactionRecord>> GetUnconfirmedRecordsAsync()
+    {
+        return await FreeSql.Select<TransactionRecord>()
+            .Where(t => t.UnconfirmedClassify != null && t.UnconfirmedClassify != "")
+            .OrderByDescending(t => t.OccurredAt)
+            .ToListAsync();
+    }
+
+    public async Task<int> ConfirmAllUnconfirmedAsync()
+    {
+        return await FreeSql.Update<TransactionRecord>()
+            .Set(t => t.Classify == t.UnconfirmedClassify)
+            .Set(t => t.Type == (t.UnconfirmedType ?? t.Type))
+            .Set(t => t.UnconfirmedClassify, null)
+            .Set(t => t.UnconfirmedType, null)
+            .Where(t => t.UnconfirmedClassify != null && t.UnconfirmedClassify != "")
+            .ExecuteAffrowsAsync();
+    }
 }
 
 /// <summary>
diff --git a/Service/EmailServices/EmailHandleService.cs b/Service/EmailServices/EmailHandleService.cs
index d2a2459..9a2f7cd 100644
--- a/Service/EmailServices/EmailHandleService.cs
+++ b/Service/EmailServices/EmailHandleService.cs
@@ -102,9 +102,7 @@ public class EmailHandleService(
             records.Add(record);
         }
 
-        // var analysisResult = await AnalyzeClassifyAsync(records.ToArray());
-        // TODO 不应该直接保存 应该保存在备用字段上，前端确认后再更新到正式字段
-
+        _ = AutoClassifyAsync(records.ToArray());
 
         return allSuccess;
     }
@@ -173,11 +171,34 @@ public class EmailHandleService(
             records.Add(record);
         }
 
-        _ = await AnalyzeClassifyAsync(records.ToArray());
+        _ = AutoClassifyAsync(records.ToArray());
 
         return allSuccess;
     }
 
+    private async Task AutoClassifyAsync(TransactionRecord[] records)
+    {
+        await AnalyzeClassifyAsync(records.ToArray());
+
+        foreach (var record in records)
+        {
+            record.UnconfirmedClassify = record.Classify;
+            record.UnconfirmedType = record.Type;
+            
+            record.Classify = ""; // 重置为未分类，等待手动确认
+        }
+
+        await trxRepo.UpdateRangeAsync(records);
+
+        // 消息
+        await messageRecordService.AddAsync(
+            "交易记录待确认分类",
+            $"共有 {records.Length} 条交易记录待确认分类，请点击前往确认。",
+            MessageType.Url,
+            "/unconfirmed-classification"
+        );
+    }
+
     private string GetEmailByName(string to)
     {
         return emailSettings.Value.SmtpList.FirstOrDefault(s => s.Email == to)?.Name ?? to;
diff --git a/Service/MessageRecordService.cs b/Service/MessageRecordService.cs
index edd8306..82e3700 100644
--- a/Service/MessageRecordService.cs
+++ b/Service/MessageRecordService.cs
@@ -5,7 +5,7 @@ public interface IMessageRecordService
     Task<(IEnumerable<MessageRecord> List, long Total)> GetPagedListAsync(int pageIndex, int pageSize);
     Task<MessageRecord?> GetByIdAsync(long id);
     Task<bool> AddAsync(MessageRecord message);
-    Task<bool> AddAsync(string title, string content, MessageType type = MessageType.Text);
+    Task<bool> AddAsync(string title, string content, MessageType type = MessageType.Text, string? url = null);
     Task<bool> MarkAsReadAsync(long id);
     Task<bool> MarkAllAsReadAsync();
     Task<bool> DeleteAsync(long id);
@@ -29,19 +29,20 @@ public class MessageRecordService(IMessageRecordRepository messageRepo, INotific
         return await messageRepo.AddAsync(message);
     }
 
-    public async Task<bool> AddAsync(string title, string content, MessageType type = MessageType.Text)
+    public async Task<bool> AddAsync(string title, string content, MessageType type = MessageType.Text, string? url = null)
     {
         var message = new MessageRecord
         {
             Title = title,
             Content = content,
             MessageType = type,
+            Url = url,
             IsRead = false
         };
         var result = await messageRepo.AddAsync(message);
         if (result)
         {
-            await notificationService.SendNotificationAsync(title);
+            await notificationService.SendNotificationAsync(title, url);
         }
         return result;
     }
diff --git a/Web/src/api/transactionRecord.js b/Web/src/api/transactionRecord.js
index 07fcd48..14a4e58 100644
--- a/Web/src/api/transactionRecord.js
+++ b/Web/src/api/transactionRecord.js
@@ -19,6 +19,28 @@ export const getTransactionList = (params = {}) => {
   })
 }
 
+/**
+ * 获取待确认分类的交易记录列表
+ * @returns {Promise<{success: boolean, data: Array}>}
+ */
+export const getUnconfirmedTransactionList = () => {
+  return request({
+    url: '/TransactionRecord/GetUnconfirmedList',
+    method: 'get'
+  })
+}
+
+/**
+ * 全部确认待确认的交易分类
+ * @returns {Promise<{success: boolean, data: number}>}
+ */
+export const confirmAllUnconfirmed = () => {
+  return request({
+    url: '/TransactionRecord/ConfirmAllUnconfirmed',
+    method: 'post'
+  })
+}
+
 /**
  * 根据ID获取交易记录详情
  * @param {number} id - 交易记录ID
diff --git a/Web/src/components/Budget/BudgetCard.vue b/Web/src/components/Budget/BudgetCard.vue
index 759f327..7885ae6 100644
--- a/Web/src/components/Budget/BudgetCard.vue
+++ b/Web/src/components/Budget/BudgetCard.vue
@@ -59,15 +59,14 @@
                 <van-button 
                   v-if="budget.description"
                   :icon="showDescription ? 'info' : 'info-o'" 
-                  size="mini" 
+                  size="small"
                   :type="showDescription ? 'primary' : 'default'"
                   plain 
-                  round
                   @click.stop="showDescription = !showDescription" 
                 />
                 <van-button 
                   icon="orders-o" 
-                  size="mini" 
+                  size="small" 
                   plain 
                   title="查询关联账单"
                   @click.stop="handleQueryBills"
@@ -75,13 +74,13 @@
                 <template v-if="budget.category !== 2">
                   <van-button 
                     icon="edit" 
-                    size="mini" 
+                    size="small" 
                     plain 
                     @click.stop="$emit('click', budget)" 
                   />
                   <van-button 
                     :icon="budget.isStopped ? 'play' : 'pause'" 
-                    size="mini" 
+                    size="small" 
                     plain 
                     @click.stop="$emit('toggle-stop', budget)" 
                   />
diff --git a/Web/src/components/SmartClassifyButton.vue b/Web/src/components/SmartClassifyButton.vue
index 106b2ba..047248a 100644
--- a/Web/src/components/SmartClassifyButton.vue
+++ b/Web/src/components/SmartClassifyButton.vue
@@ -333,6 +333,11 @@ const handleSmartClassify = async () => {
   }
 }
 
+const removeClassifiedTransaction = (transactionId) => {
+  // 从已分类结果中移除指定ID的项
+  classifiedResults.value = classifiedResults.value.filter(item => item.id !== transactionId)
+}
+
 /**
  * 重置组件状态
  */
@@ -344,7 +349,8 @@ const reset = () => {
 }
 
 defineExpose({
-  reset
+  reset,
+  removeClassifiedTransaction
 });
 
 </script>
diff --git a/Web/src/components/TransactionDetail.vue b/Web/src/components/TransactionDetail.vue
index ead8700..a5d1b09 100644
--- a/Web/src/components/TransactionDetail.vue
+++ b/Web/src/components/TransactionDetail.vue
@@ -11,11 +11,21 @@
 
     <van-form style="margin-top: 12px;">
         <van-cell-group inset>
-          <van-cell title="交易时间" :value="formatDate(transaction.occurredAt)" />
+
           <van-cell title="记录时间" :value="formatDate(transaction.createTime)" />
         </van-cell-group>
 
         <van-cell-group inset title="交易明细">
+          <van-field
+            v-model="occurredAtLabel"
+            name="occurredAt"
+            label="交易时间"
+            readonly
+            is-link
+            placeholder="请选择交易时间"
+            :rules="[{ required: true, message: '请选择交易时间' }]"
+            @click="showDatePicker = true"
+          />
           <van-field
             v-model="editForm.reason"
             name="reason"
@@ -56,12 +66,27 @@
 
           <van-field name="classify" label="交易分类">
             <template #input>
-              <span v-if="!editForm.classify" style="color: #c8c9cc;">请选择交易分类</span>
-              <span v-else>{{ editForm.classify }}</span>
+              <div style="flex: 1;">
+                <div
+                  v-if="transaction && transaction.unconfirmedClassify && transaction.unconfirmedClassify !== editForm.classify" 
+                  class="suggestion-tip" 
+                  @click="applySuggestion"
+                >
+                  <van-icon name="bulb-o" class="suggestion-icon" />
+                  <span class="suggestion-text">
+                    建议: {{ transaction.unconfirmedClassify }}
+                    <span v-if="transaction.unconfirmedType !== null && transaction.unconfirmedType !== undefined && transaction.unconfirmedType !== editForm.type">
+                      ({{ getTypeName(transaction.unconfirmedType) }})
+                    </span>
+                  </span>
+                  <div class="suggestion-apply">应用</div>
+                </div>
+                <span v-else-if="!editForm.classify" style="color: #c8c9cc;">请选择交易分类</span>
+                <span v-else>{{ editForm.classify }}</span>
+              </div>
             </template>
           </van-field>
           
-          <!-- 分类选择组件 -->
           <ClassifySelector
             v-model="editForm.classify"
             :type="editForm.type"
@@ -102,11 +127,32 @@
       <van-empty v-if="offsetCandidates.length === 0" description="暂无匹配的抵账交易" />
     </van-list>
   </PopupContainer>
+
+  <!-- 日期选择弹窗 -->
+  <van-popup v-model:show="showDatePicker" position="bottom" round teleport="body">
+    <van-date-picker
+      v-model="currentDate"
+      title="选择日期"
+      @confirm="onConfirmDate"
+      @cancel="showDatePicker = false"
+    />
+  </van-popup>
+
+  <!-- 时间选择弹窗 -->
+  <van-popup v-model:show="showTimePicker" position="bottom" round teleport="body">
+    <van-time-picker
+      v-model="currentTime"
+      title="选择时间"
+      @confirm="onConfirmTime"
+      @cancel="showTimePicker = false"
+    />
+  </van-popup>
 </template>
 
 <script setup>
-import { ref, reactive, watch, defineProps, defineEmits } from 'vue'
+import { ref, reactive, watch, defineProps, defineEmits, computed } from 'vue'
 import { showToast, showConfirmDialog } from 'vant'
+import dayjs from 'dayjs'
 import PopupContainer from '@/components/PopupContainer.vue'
 import ClassifySelector from '@/components/ClassifySelector.vue'
 import { updateTransaction, getCandidatesForOffset, offsetTransactions } from '@/api/transactionRecord'
@@ -127,6 +173,12 @@ const emit = defineEmits(['update:show', 'save'])
 const visible = ref(false)
 const submitting = ref(false)
 
+// 日期选择相关
+const showDatePicker = ref(false)
+const showTimePicker = ref(false)
+const currentDate = ref([])
+const currentTime = ref([])
+
 // 编辑表单
 const editForm = reactive({
   id: 0,
@@ -134,7 +186,13 @@ const editForm = reactive({
   amount: '',
   balance: '',
   type: 0,
-  classify: ''
+  classify: '',
+  occurredAt: ''
+})
+
+// 显示用的日期格式化
+const occurredAtLabel = computed(() => {
+  return formatDate(editForm.occurredAt)
 })
 
 // 监听props变化
@@ -151,6 +209,14 @@ watch(() => props.transaction, (newVal) => {
     editForm.balance = String(newVal.balance)
     editForm.type = newVal.type
     editForm.classify = newVal.classify || ''
+    
+    // 初始化日期时间
+    if (newVal.occurredAt) {
+      editForm.occurredAt = newVal.occurredAt
+      const dt = dayjs(newVal.occurredAt)
+      currentDate.value = dt.format('YYYY-MM-DD').split('-')
+      currentTime.value = dt.format('HH:mm').split(':')
+    }
   }
 })
 
@@ -158,12 +224,48 @@ watch(visible, (newVal) => {
   emit('update:show', newVal)
 })
 
+// 处理日期确认
+const onConfirmDate = ({ selectedValues }) => {
+  const dateStr = selectedValues.join('-')
+  const timeStr = currentTime.value.join(':')
+  editForm.occurredAt = dayjs(`${dateStr} ${timeStr}`).toISOString()
+  showDatePicker.value = false
+  // 接着选时间
+  showTimePicker.value = true
+}
+
+const onConfirmTime = ({ selectedValues }) => {
+  currentTime.value = selectedValues
+  const dateStr = currentDate.value.join('-')
+  const timeStr = selectedValues.join(':')
+  editForm.occurredAt = dayjs(`${dateStr} ${timeStr}`).toISOString()
+  showTimePicker.value = false
+}
+
 // 监听交易类型变化，重新加载分类
 watch(() => editForm.type, (newVal) => {
   // 清空已选的分类
   editForm.classify = ''
 })
 
+const applySuggestion = () => {
+  if (props.transaction.unconfirmedClassify) {
+    editForm.classify = props.transaction.unconfirmedClassify
+    if (props.transaction.unconfirmedType !== null && props.transaction.unconfirmedType !== undefined) {
+      editForm.type = props.transaction.unconfirmedType
+    }
+  }
+}
+
+const getTypeName = (type) => {
+  const typeMap = {
+    0: '支出',
+    1: '收入',
+    2: '不计'
+  }
+  return typeMap[type] || '未知'
+}
+
 // 提交编辑
 const onSubmit = async () => {
   try {
@@ -175,7 +277,8 @@ const onSubmit = async () => {
       amount: parseFloat(editForm.amount),
       balance: parseFloat(editForm.balance),
       type: editForm.type,
-      classify: editForm.classify
+      classify: editForm.classify,
+      occurredAt: editForm.occurredAt
     }
     
     const response = await updateTransaction(data)
@@ -262,4 +365,53 @@ const handleCandidateSelect = (candidate) => {
 </script>
 
 <style scoped>
+.suggestion-tip {
+  font-size: 12px;
+  display: flex;
+  align-items: center;
+  padding: 6px 10px;
+  background: #ecf9ff;
+  color: #1989fa;
+  border-radius: 8px;
+  cursor: pointer;
+  transition: opacity 0.2s;
+  border: 1px solid rgba(25, 137, 250, 0.1);
+  width: fit-content;
+}
+
+.suggestion-tip:active {
+  opacity: 0.7;
+}
+
+.suggestion-icon {
+  margin-right: 4px;
+  font-size: 14px;
+}
+
+.suggestion-text {
+  font-weight: 500;
+}
+
+.suggestion-apply {
+  margin-left: 8px;
+  padding: 0 6px;
+  background: #1989fa;
+  color: #fff;
+  border-radius: 4px;
+  font-size: 10px;
+  height: 18px;
+  line-height: 18px;
+  font-weight: bold;
+}
+
+@media (prefers-color-scheme: dark) {
+  .suggestion-tip {
+    background: rgba(25, 137, 250, 0.15);
+    border-color: rgba(25, 137, 250, 0.2);
+    color: #58a6ff;
+  }
+  .suggestion-apply {
+    background: #58a6ff;
+  }
+}
 </style>
diff --git a/Web/src/components/TransactionList.vue b/Web/src/components/TransactionList.vue
index d051932..cdbcad7 100644
--- a/Web/src/components/TransactionList.vue
+++ b/Web/src/components/TransactionList.vue
@@ -1,5 +1,5 @@
 <template>
-  <div class="transaction-list-container">
+  <div class="transaction-list-container transaction-list">
     <van-list
       :loading="loading"
       :finished="finished"
@@ -10,6 +10,7 @@
         <van-swipe-cell
           v-for="transaction in transactions"
           :key="transaction.id"
+          class="transaction-item"
         >
           <div class="transaction-row">
             <van-checkbox 
diff --git a/Web/src/router/index.js b/Web/src/router/index.js
index 6881b53..d9dbf7e 100644
--- a/Web/src/router/index.js
+++ b/Web/src/router/index.js
@@ -99,6 +99,13 @@ const router = createRouter({
       name: 'scheduled-tasks',
       component: () => import('../views/ScheduledTasksView.vue'),
       meta: { requiresAuth: true },
+    },
+    {
+      // 待确认的分类项
+      path: '/unconfirmed-classification',
+      name: 'unconfirmed-classification',
+      component: () => import('../views/UnconfirmedClassification.vue'),
+      meta: { requiresAuth: true },
     }
   ],
 })
diff --git a/Web/src/views/BillAnalysisView.vue b/Web/src/views/BillAnalysisView.vue
index afb17cd..89e340c 100644
--- a/Web/src/views/BillAnalysisView.vue
+++ b/Web/src/views/BillAnalysisView.vue
@@ -10,7 +10,7 @@
     >
       <template #right>
         <van-icon 
-          name="question-o" 
+          name="setting-o" 
           size="20" 
           style="cursor: pointer; padding-right: 12px;"
           @click="onClickPrompt"
diff --git a/Web/src/views/BudgetView.vue b/Web/src/views/BudgetView.vue
index 9dc210c..14679c1 100644
--- a/Web/src/views/BudgetView.vue
+++ b/Web/src/views/BudgetView.vue
@@ -10,7 +10,7 @@
         />
         <van-icon
           v-else
-          name="info-o" 
+          name="setting-o" 
           size="20" 
           @click="savingsConfigRef.open()"
         />
diff --git a/Web/src/views/CalendarView.vue b/Web/src/views/CalendarView.vue
index b52caa7..08e3d2b 100644
--- a/Web/src/views/CalendarView.vue
+++ b/Web/src/views/CalendarView.vue
@@ -195,21 +195,21 @@ const viewDetail = async (transaction) => {
 
 // 详情保存后的回调
 const onDetailSave = async (saveData) => {
-  // 重新加载当前日期的交易列表
-  if (saveData && dateTransactions.value) {
-    var updatedIndex = dateTransactions.value.findIndex(tx => tx.id === saveData.id);
-    if (updatedIndex !== -1) {
-      // 更新已有记录
-      dateTransactions.value[updatedIndex].amount = saveData.amount;
-      dateTransactions.value[updatedIndex].balance = saveData.balance;
-      dateTransactions.value[updatedIndex].type = saveData.type;
-      dateTransactions.value[updatedIndex].upsetedType = '';
-      dateTransactions.value[updatedIndex].classify = saveData.classify;
-      dateTransactions.value[updatedIndex].upsetedClassify = '';
-      dateTransactions.value[updatedIndex].reason = saveData.reason;
-    }
+  var item = dateTransactions.value.find(tx => tx.id === saveData.id);
+  if(!item) return
+
+  // 如果分类发生了变化 移除智能分类的内容，防止被智能分类覆盖
+  if(item.classify !== saveData.classify) {
+    // 通知智能分类按钮组件移除指定项
+    smartClassifyButtonRef.value?.removeClassifiedTransaction(saveData.id)
+    item.upsetedClassify = ''
   }
 
+  // 更新当前日期交易列表中的数据
+  Object.assign(item, saveData);
+
+
+
   // 重新加载当前月份的统计数据
   const now = selectedDate.value || new Date();
   fetchDailyStatistics(now.getFullYear(), now.getMonth() + 1);
diff --git a/Web/src/views/MessageView.vue b/Web/src/views/MessageView.vue
index 7902382..54e04c1 100644
--- a/Web/src/views/MessageView.vue
+++ b/Web/src/views/MessageView.vue
@@ -53,18 +53,25 @@
       <div v-else class="detail-content">
         {{ currentMessage.content }}
       </div>
+      <div v-if="currentMessage.url" class="detail-footer" style="padding: 16px;">
+        <van-button type="primary" block @click="handleUrlJump(currentMessage.url)">
+          查看详情
+        </van-button>
+      </div>
     </PopupContainer>
   </div>
 </template>
 
 <script setup>
 import { ref, onMounted } from 'vue';
+import { useRouter } from 'vue-router';
 import { showToast, showDialog } from 'vant';
 import { getMessageList, markAsRead, deleteMessage, markAllAsRead } from '@/api/message';
 import { useMessageStore } from '@/stores/message';
 import PopupContainer from '@/components/PopupContainer.vue';
 
 const messageStore = useMessageStore();
+const router = useRouter();
 const list = ref([]);
 const loading = ref(false);
 const finished = ref(false);
@@ -138,11 +145,7 @@ const viewDetail = async (item) => {
   }
 
   if (item.messageType === 1) {
-    if (item.content.startsWith('http')) {
-      window.open(item.content, '_blank');
-    } else {
-      showToast('无效的URL');
-    }
+    handleUrlJump(item.url || item.content);
     return;
   }
   
@@ -150,6 +153,19 @@ const viewDetail = async (item) => {
   detailVisible.value = true;
 };
 
+const handleUrlJump = (targetUrl) => {
+  if (!targetUrl) return;
+  
+  if (targetUrl.startsWith('http')) {
+    window.open(targetUrl, '_blank');
+  } else if (targetUrl.startsWith('/')) {
+    router.push(targetUrl);
+    detailVisible.value = false;
+  } else {
+    showToast('无效的URL');
+  }
+};
+
 const handleDelete = (item) => {
   showDialog({
     title: '提示',
diff --git a/Web/src/views/SettingView.vue b/Web/src/views/SettingView.vue
index b5db43a..71be799 100644
--- a/Web/src/views/SettingView.vue
+++ b/Web/src/views/SettingView.vue
@@ -18,6 +18,7 @@
         <p>分类</p>
       </div>
       <van-cell-group inset>
+        <van-cell title="待确认分类" is-link @click="handleUnconfirmedClassification" />
         <van-cell title="编辑分类" is-link @click="handleEditClassification" />
         <van-cell title="批量分类" is-link @click="handleBatchClassification" />
         <van-cell title="智能分类" is-link @click="handleSmartClassification" />
@@ -267,6 +268,10 @@ const handleLogView = () => {
   router.push({ name: 'log' })
 }
 
+const handleUnconfirmedClassification = () => {
+  router.push({ name: 'unconfirmed-classification' })
+}
+
 const handleReloadFromNetwork = async () => {
   try {
     await showConfirmDialog({
diff --git a/Web/src/views/StatisticsView.vue b/Web/src/views/StatisticsView.vue
index abaa0ba..4e888c7 100644
--- a/Web/src/views/StatisticsView.vue
+++ b/Web/src/views/StatisticsView.vue
@@ -295,6 +295,7 @@
       </template>
       
       <TransactionList
+        ref="transactionListRef"
         :transactions="categoryBills"
         :loading="billListLoading"
         :finished="billListFinished"
@@ -683,6 +684,7 @@ const goToTypeOverviewBills = (type) => {
 }
 
 const smartClassifyButtonRef = ref(null)
+const transactionListRef = ref(null)
 // 加载分类账单数据
 const loadCategoryBills = async (customIndex = null, customSize = null) => {
   if (billListLoading.value || billListFinished.value) return
@@ -756,16 +758,26 @@ const handleCategoryBillsDelete = (deletedId) => {
 }
 
 // 账单保存后的回调
-const onBillSave = async () => {
+const onBillSave = async (updatedTransaction) => {
   // 刷新统计数据
   await fetchStatistics()
   
-  // 刷新账单列表
-  categoryBills.value = []
-  billPageIndex.value = 1
-  billListFinished.value = false
-  await loadCategoryBills()
-  
+  // 只刷新列表中指定的账单项
+  const item = categoryBills.value.find(t => t.id === updatedTransaction.id)
+  if(!item) return
+
+  // 如果分类发生了变化
+  if(item.classify !== updatedTransaction.classify) {
+    // 从列表中移除该项
+    categoryBills.value = categoryBills.value.filter(t => t.id !== updatedTransaction.id)
+    categoryBillsTotal.value--
+    // 通知智能分类按钮组件移除指定项
+    smartClassifyButtonRef.value?.removeClassifiedTransaction(updatedTransaction.id)
+    return
+  }
+
+  Object.assign(item, updatedTransaction)
+
   showToast('保存成功')
 }
 
@@ -798,12 +810,15 @@ const onSmartClassifySave = async () => {
 const handleNotifiedTransactionId = async (transactionId) => {
   console.log('收到已处理交易ID通知:', transactionId)
   // 滚动到指定的交易项
-  const index = categoryBills.value.findIndex(item => item.id === transactionId)
+  const index = categoryBills.value.findIndex(item => String(item.id) === String(transactionId))
   if (index !== -1) {
     // 等待 DOM 更新
     await nextTick()
     
-    const listElement = document.querySelector('.transaction-list')
+    // 允许一丁点延迟让浏览器响应渲染
+    await new Promise(resolve => setTimeout(resolve, 0))
+    
+    const listElement = transactionListRef.value?.$el
     if (listElement) {
       const items = listElement.querySelectorAll('.transaction-item')
       const itemElement = items[index]
diff --git a/Web/src/views/TransactionsRecord.vue b/Web/src/views/TransactionsRecord.vue
index 5b40097..c2c60f3 100644
--- a/Web/src/views/TransactionsRecord.vue
+++ b/Web/src/views/TransactionsRecord.vue
@@ -1,5 +1,16 @@
 <template>
   <div class="page-container-flex">
+    <!-- 顶部固定搜索框 -->
+    <div class="top-search-bar">
+      <van-search
+        v-model="searchKeyword"
+        placeholder="搜索交易摘要、来源、卡号、分类"
+        shape="round"
+        @update:model-value="onSearchChange"
+        @clear="onSearchClear"
+      />
+    </div>
+
     <!-- 下拉刷新区域 -->
     <van-pull-refresh v-model="refreshing" @refresh="onRefresh">
       <!-- 加载提示 -->
@@ -31,21 +42,6 @@
       :transaction="currentTransaction"
       @save="onDetailSave"
     />
-
-
-
-
-
-    <!-- 底部浮动搜索框 -->
-    <div class="floating-search">
-      <van-search
-        v-model="searchKeyword"
-        placeholder="搜索交易摘要、来源、卡号、分类"
-        shape="round"
-        @update:model-value="onSearchChange"
-        @clear="onSearchClear"
-      />
-    </div>
   </div>
 </template>
 
@@ -230,22 +226,16 @@ onBeforeUnmount(() => {
   -webkit-overflow-scrolling: touch;
 }
 
-.floating-search {
-  position: fixed;
-  bottom: 90px;
-  left: 0;
-  right: 0;
-  z-index: 999;
-  padding: 8px 16px;
-  background: transparent;
-  pointer-events: none;
+.top-search-bar {
+  background: var(--van-background-2);
+  padding: 4px 12px;
+  z-index: 100;
+  border-bottom: 1px solid var(--van-border-color);
 }
 
-.floating-search :deep(.van-search) {
-  pointer-events: auto;
-  box-shadow: 0 2px 12px rgba(0, 0, 0, 0.15);
-  border-radius: 20px;
-  border: none;
+.top-search-bar :deep(.van-search) {
+  padding: 4px 0;
+  background: transparent;
 }
 
 
diff --git a/Web/src/views/UnconfirmedClassification.vue b/Web/src/views/UnconfirmedClassification.vue
new file mode 100644
index 0000000..a5ebf61
--- /dev/null
+++ b/Web/src/views/UnconfirmedClassification.vue
@@ -0,0 +1,148 @@
+<template>
+  <div class="page-container-flex unconfirmed-classification">
+    <van-nav-bar
+      title="待确认分类"
+      left-text="返回"
+      left-arrow
+      @click-left="onClickLeft"
+    >
+      <template #right>
+        <van-button 
+          v-if="transactions.length > 0"
+          type="primary" 
+          size="small" 
+          :loading="confirming"
+          @click="handleConfirmAll"
+        >
+          全部确认
+        </van-button>
+      </template>
+    </van-nav-bar>
+
+    <div class="scroll-content">
+      <div v-if="loading && transactions.length === 0" class="loading-container">
+        <van-loading vertical>加载中...</van-loading>
+      </div>
+
+      <TransactionList
+        v-else
+        :transactions="displayTransactions"
+        :loading="loading"
+        :finished="true"
+        @click="handleTransactionClick"
+        @delete="handleTransactionDeleted"
+      />
+    </div>
+
+    <!-- 交易详情弹窗 -->
+    <TransactionDetail
+      v-model:show="showDetail"
+      :transaction="currentTransaction"
+      @save="handleDetailSave"
+    />
+  </div>
+</template>
+
+<script setup>
+import { ref, onMounted, computed } from 'vue'
+import { useRouter } from 'vue-router'
+import { showToast, showConfirmDialog } from 'vant'
+import { getUnconfirmedTransactionList, confirmAllUnconfirmed } from '@/api/transactionRecord'
+import TransactionList from '@/components/TransactionList.vue'
+import TransactionDetail from '@/components/TransactionDetail.vue'
+
+const router = useRouter()
+const loading = ref(false)
+const confirming = ref(false)
+const transactions = ref([])
+const showDetail = ref(false)
+const currentTransaction = ref(null)
+
+const onClickLeft = () => {
+  router.back()
+}
+
+const handleConfirmAll = async () => {
+  try {
+    await showConfirmDialog({
+      title: '提示',
+      message: `确定要将这 ${transactions.value.length} 条记录的所有建议分类转为正式分类吗？`
+    })
+
+    confirming.value = true
+    const response = await confirmAllUnconfirmed()
+    if (response && response.success) {
+      showToast(`成功确认 ${response.data} 条记录`)
+      loadData()
+    } else {
+      showToast(response.message || '确认失败')
+    }
+  } catch (err) {
+    if (err !== 'cancel') {
+      console.error('批量确认出错:', err)
+    }
+  } finally {
+    confirming.value = false
+  }
+}
+
+// 转换数据格式以适配 TransactionList 组件
+const displayTransactions = computed(() => {
+  return transactions.value.map(t => ({
+    ...t,
+    upsetedClassify: t.unconfirmedClassify,
+    upsetedType: t.unconfirmedType
+  }))
+})
+
+const loadData = async () => {
+  loading.value = true
+  try {
+    const response = await getUnconfirmedTransactionList()
+    if (response && response.success) {
+      transactions.value = response.data || []
+    }
+  } catch (error) {
+    console.error('获取待确认列表失败:', error)
+  } finally {
+    loading.value = false
+  }
+}
+
+const handleTransactionClick = (transaction) => {
+  currentTransaction.value = transaction
+  showDetail.value = true
+}
+
+const handleTransactionDeleted = (id) => {
+  transactions.value = transactions.value.filter(t => t.id !== id)
+}
+
+const handleDetailSave = () => {
+  loadData()
+}
+
+onMounted(() => {
+  loadData()
+})
+</script>
+
+<style scoped>
+.unconfirmed-classification {
+  height: 100vh;
+  display: flex;
+  flex-direction: column;
+}
+
+.scroll-content {
+  flex: 1;
+  overflow-y: auto;
+}
+
+.loading-container {
+  display: flex;
+  justify-content: center;
+  align-items: center;
+  height: 200px;
+}
+</style>
diff --git a/WebApi/Controllers/TransactionRecordController.cs b/WebApi/Controllers/TransactionRecordController.cs
index 94e77dd..d9a670c 100644
--- a/WebApi/Controllers/TransactionRecordController.cs
+++ b/WebApi/Controllers/TransactionRecordController.cs
@@ -71,6 +71,42 @@ public class TransactionRecordController(
         }
     }
 
+    /// <summary>
+    /// 获取待确认分类的交易记录列表
+    /// </summary>
+    [HttpGet]
+    public async Task<BaseResponse<List<TransactionRecord>>> GetUnconfirmedListAsync()
+    {
+        try
+        {
+            var list = await transactionRepository.GetUnconfirmedRecordsAsync();
+            return list.Ok();
+        }
+        catch (Exception ex)
+        {
+            logger.LogError(ex, "获取待确认分类交易列表失败");
+            return $"获取待确认分类交易列表失败: {ex.Message}".Fail<List<TransactionRecord>>();
+        }
+    }
+
+    /// <summary>
+    /// 全部确认待确认的交易分类
+    /// </summary>
+    [HttpPost]
+    public async Task<BaseResponse<int>> ConfirmAllUnconfirmedAsync()
+    {
+        try
+        {
+            var count = await transactionRepository.ConfirmAllUnconfirmedAsync();
+            return count.Ok();
+        }
+        catch (Exception ex)
+        {
+            logger.LogError(ex, "全部确认待确认分类失败");
+            return $"全部确认待确认分类失败: {ex.Message}".Fail<int>();
+        }
+    }
+
     /// <summary>
     /// 根据ID获取交易记录详情
     /// </summary>
@@ -176,6 +212,10 @@ public class TransactionRecordController(
             transaction.Balance = dto.Balance;
             transaction.Type = dto.Type;
             transaction.Classify = dto.Classify ?? string.Empty;
+            
+            // 清除待确认状态
+            transaction.UnconfirmedClassify = null;
+            transaction.UnconfirmedType = null;
 
             var success = await transactionRepository.UpdateAsync(transaction);
             if (success)