diff --git a/backend/app/__pycache__/main.cpython-313.pyc b/backend/app/__pycache__/main.cpython-313.pyc
index 1ce64da..4af207e 100644
Binary files a/backend/app/__pycache__/main.cpython-313.pyc and b/backend/app/__pycache__/main.cpython-313.pyc differ
diff --git a/backend/app/main.py b/backend/app/main.py
index 4fe60ad..22221b3 100644
--- a/backend/app/main.py
+++ b/backend/app/main.py
@@ -1439,6 +1439,8 @@ def _ask_assignment_data(
         "task_id": assignment.task.task_no,
         "public_token": assignment.task.public_token or assignment.task.task_no,
         "shop_name": assignment.task.shop_name,
+        "ecommerce_platform": assignment.task.ecommerce_platform or "",
+        "product_id": assignment.task.product_id or "",
         "product_name": assignment.task.product_name,
         "product_link": assignment.task.product_link,
         "product_qr": _product_qr_data(assignment.task),
@@ -2036,6 +2038,8 @@ def _ask_review_board_data(
             "task_id": assignment.task.task_no,
             "public_token": assignment.task.public_token or assignment.task.task_no,
             "shop_name": assignment.task.shop_name,
+            "ecommerce_platform": assignment.task.ecommerce_platform or "",
+            "product_id": assignment.task.product_id or "",
             "product_name": assignment.task.product_name,
             "product_link": assignment.task.product_link,
             "product_qr": _product_qr_data(assignment.task),
@@ -2066,6 +2070,8 @@ def _ask_review_board_data(
         "public_token": assignment.task.public_token or assignment.task.task_no,
         "status_label": "已完成" if refund_completed else "待返款",
         "shop_name": assignment.task.shop_name,
+        "ecommerce_platform": assignment.task.ecommerce_platform or "",
+        "product_id": assignment.task.product_id or "",
         "product_name": assignment.task.product_name,
         "qa_count": selected_count,
         "claimed_count": selected_count,
@@ -2474,6 +2480,13 @@ def ask_completion_reviews(user: AdminUser = Depends(current_user), db: Session
 @app.get("/api/admin/review-pending-count")
 def review_pending_count(user: AdminUser = Depends(current_user), db: Session = Depends(get_db)):
     """Return lightweight sidebar counts without loading review rows or images."""
+    answer_draft_count = db.scalar(
+        select(func.count(AnswerSubmission.id)).where(
+            AnswerSubmission.status.in_(["待筛选", "待运营派发"]),
+            AnswerSubmission.questions.any(),
+            _answer_owner_clause(user),
+        )
+    ) or 0
     answer_count = db.scalar(
         select(func.count(AnswerSubmission.id)).where(
             AnswerSubmission.status == "待审核",
@@ -2498,6 +2511,7 @@ def review_pending_count(user: AdminUser = Depends(current_user), db: Session =
             "ask": ask_count,
             "answer": answer_count,
             "total": ask_count + answer_count,
+            "answer_drafts": answer_draft_count,
         },
     }
 
diff --git a/backend/tests/__pycache__/test_auth.cpython-313-pytest-9.1.1.pyc b/backend/tests/__pycache__/test_auth.cpython-313-pytest-9.1.1.pyc
index 0c58ecd..a6cb8b4 100644
Binary files a/backend/tests/__pycache__/test_auth.cpython-313-pytest-9.1.1.pyc and b/backend/tests/__pycache__/test_auth.cpython-313-pytest-9.1.1.pyc differ
diff --git a/backend/tests/__pycache__/test_refund_records.cpython-313-pytest-9.1.1.pyc b/backend/tests/__pycache__/test_refund_records.cpython-313-pytest-9.1.1.pyc
index b03e456..0729d7a 100644
Binary files a/backend/tests/__pycache__/test_refund_records.cpython-313-pytest-9.1.1.pyc and b/backend/tests/__pycache__/test_refund_records.cpython-313-pytest-9.1.1.pyc differ
diff --git a/backend/tests/test_auth.py b/backend/tests/test_auth.py
index 9635d5a..5f26435 100644
--- a/backend/tests/test_auth.py
+++ b/backend/tests/test_auth.py
@@ -437,6 +437,7 @@ def test_task_board_is_available_to_operator():
         assert counts.status_code == 200
         count_data = counts.json()["data"]
         assert count_data["total"] == count_data["ask"] + count_data["answer"]
+        assert "answer_drafts" in count_data
 
 
 def test_answer_task_expires_after_24_hours_and_can_be_reactivated():
diff --git a/backend/tests/test_refund_records.py b/backend/tests/test_refund_records.py
index dd8b5d3..47c9aa8 100644
--- a/backend/tests/test_refund_records.py
+++ b/backend/tests/test_refund_records.py
@@ -52,7 +52,11 @@ def test_refund_snapshot_is_idempotent_when_callback_wins_race(setup):
 @pytest.mark.parametrize("batched", [True, False])
 def test_ask_confirmation_creates_record(setup, batched):
     db, client, owner, person, _ = setup
-    task = AskTask(task_no="TASK-refund", product_link="https://example.com", product_name="商品", shop_name="提问店铺", owner_id=owner.id, status="已发布")
+    task = AskTask(
+        task_no="TASK-refund", product_link="https://example.com", product_name="商品",
+        shop_name="提问店铺", ecommerce_platform="京东", product_id="687154817423861300",
+        owner_id=owner.id, status="已发布",
+    )
     db.add(task)
     db.flush()
     assignment = AskAssignment(task_id=task.id, user_id=person.id, status="已通过")
@@ -70,6 +74,10 @@ def test_ask_confirmation_creates_record(setup, batched):
         kind, route = "ask_assignment", "ask-assignments"
     db.add(RefundRecipient(target_kind=kind, target_id=record.id, account="ask@example.com", payee_name="提问人"))
     db.commit()
+    detail = client.get(f"/api/admin/task-board/{route}/{record.id}")
+    assert detail.status_code == 200, detail.text
+    assert detail.json()["data"]["ecommerce_platform"] == "京东"
+    assert detail.json()["data"]["product_id"] == "687154817423861300"
     url = f"/api/admin/task-board/{route}/{record.id}/confirm-refund"
     payer_id = db.scalar(select(RefundPaymentAccount.id))
     owner = db.get(AdminUser, task.owner_id)
@@ -84,6 +92,8 @@ def test_ask_confirmation_creates_record(setup, batched):
     row = client.get("/api/admin/refund-records").json()["data"]["items"][0]
     assert row["amount_fen"] == 50
     assert row["payee_name"] == "提问人" and row["order_no"] == "TASK-refund"
+    assert row["ecommerce_platform"] == "京东"
+    assert row["product_id"] == "687154817423861300"
 
 
 def test_available_accounts_and_disabled_account_rejection(setup):
diff --git a/frontend/src/CreateAnswerTasksPage.jsx b/frontend/src/CreateAnswerTasksPage.jsx
index 7d528cf..efb7f2b 100644
--- a/frontend/src/CreateAnswerTasksPage.jsx
+++ b/frontend/src/CreateAnswerTasksPage.jsx
@@ -1,6 +1,6 @@
 import React, { useEffect, useMemo, useRef, useState } from 'react'
 
-export default function CreateAnswerTasksPageV2({ api, user }) {
+export default function CreateAnswerTasksPageV2({ api, user, answerDraftCount = 0 }) {
   const [records, setRecords] = useState([])
   const [expanded, setExpanded] = useState({})
   const [busy, setBusy] = useState('')
@@ -219,6 +219,7 @@ export default function CreateAnswerTasksPageV2({ api, user }) {
       setPublishing(null)
       setPublishForm({ ecommerce_platform: ecommercePlatform, shop_name: shopName, product_id: '' })
       await load()
+      window.dispatchEvent(new CustomEvent('answer-draft-count-changed'))
     } catch (err) {
       setError(err.message)
     } finally {
@@ -234,6 +235,7 @@ export default function CreateAnswerTasksPageV2({ api, user }) {
       await api(`/api/admin/answer-task-drafts/${record.id}/reject`, { method: 'POST' })
       setRecords(current => current.filter(item => item.id !== record.id))
       setRejecting(null)
+      window.dispatchEvent(new CustomEvent('answer-draft-count-changed'))
     } catch (err) {
       setError(err.message)
     } finally {
@@ -277,7 +279,7 @@ export default function CreateAnswerTasksPageV2({ api, user }) {
   return <>
     <div className="create-page-heading">
       <div><h2>创建任务</h2><p>通过顶部切换创建「提问任务」或「回答任务」。</p></div>
-      <div className="create-mode-tabs"><button onClick={() => window.dispatchEvent(new CustomEvent('switch-create-ask'))}>创建提问任务</button><button className="active">创建回答任务</button></div>
+      <div className="create-mode-tabs"><button onClick={() => window.dispatchEvent(new CustomEvent('switch-create-ask'))}>创建提问任务</button><button className="active">创建回答任务{answerDraftCount > 0 && <span className="create-mode-badge">{answerDraftCount > 99 ? '99+' : answerDraftCount}</span>}</button></div>
     </div>
     <div className="create-guide"><b>ⓘ　回答截图审核</b><span>用户提交截图后会立即进入此审核队列。按「用户ID」分组核对识别的问题，勾选需要派发的问题，回答可重新生成或直接编辑，确认后生成任务。</span></div>
     {answerLink && <div className="answer-link-bar"><div><strong>我的回答任务专属链接</strong><span>长期固定，用户通过此链接提交的截图只会进入您的审核队列</span></div><input readOnly value={answerLink} onFocus={event => event.target.select()} /><button type="button" onClick={copyAnswerLink}>{linkCopied ? '已复制' : '复制链接'}</button></div>}
diff --git a/frontend/src/CreateAskTasksPage.jsx b/frontend/src/CreateAskTasksPage.jsx
index 4f4de89..5ca6678 100644
--- a/frontend/src/CreateAskTasksPage.jsx
+++ b/frontend/src/CreateAskTasksPage.jsx
@@ -65,7 +65,7 @@ function withoutTransientProductFields(value = {}) {
   return (await file.text()).slice(0, 20000);
 }
 
-export default function CreateAskTasksPage({ api, librarySelection = [], onLibrarySelectionConsumed }) {
+export default function CreateAskTasksPage({ api, librarySelection = [], onLibrarySelectionConsumed, answerDraftCount = 0 }) {
   const cached = readPageCache("create-ask-task", {});
   const [form, setForm] = useState(() => {
     // Product identifiers and QR/token data are one-time publish inputs. Never
@@ -662,6 +662,9 @@ export default function CreateAskTasksPage({ api, librarySelection = [], onLibra
             }
           >
             创建回答任务
+            {answerDraftCount > 0 && (
+              <span className="create-mode-badge">{answerDraftCount > 99 ? "99+" : answerDraftCount}</span>
+            )}
           </button>
         </div>
       </div>
diff --git a/frontend/src/TaskBoardPage.jsx b/frontend/src/TaskBoardPage.jsx
index 0834888..f8dbe17 100644
--- a/frontend/src/TaskBoardPage.jsx
+++ b/frontend/src/TaskBoardPage.jsx
@@ -48,13 +48,21 @@ function TaskDetailLoading() {
   );
 }
 
-export function TaskDetail({ task, close, onConfirmRefund, onSaveRefundAmount, onReactivate, onCancel, actionBusy, api, hasNextRefund, onNextRefund, nextBusy, readOnly = false }) {
+export function TaskDetail({ task, close, onConfirmRefund, onSaveRefundAmount, onReactivate, onCancel, actionBusy, api, user, hasNextRefund, onNextRefund, nextBusy, readOnly = false }) {
   const [amount, setAmount] = useState("");
-  const [payerAccount, setPayerAccount] = useState("");
+  const payerAccountStorageKey = `task_board_last_payer_account_${user?.id || user?.username || "current"}`;
+  const rememberedPayerAccount = () => {
+    try {
+      return window.localStorage.getItem(payerAccountStorageKey) || "";
+    } catch {
+      return "";
+    }
+  };
+  const [payerAccount, setPayerAccount] = useState(rememberedPayerAccount);
   const [paymentAccounts, setPaymentAccounts] = useState([]);
   const [accountsBusy, setAccountsBusy] = useState(false);
   const [refundError, setRefundError] = useState("");
-  useEffect(() => { setPayerAccount(""); setRefundError(""); }, [task.board_key]);
+  useEffect(() => { setPayerAccount(rememberedPayerAccount()); setRefundError(""); }, [task.board_key, payerAccountStorageKey]);
   const [amountBusy, setAmountBusy] = useState(false);
   const [amountError, setAmountError] = useState("");
   useEffect(() => {
@@ -99,11 +107,23 @@ export function TaskDetail({ task, close, onConfirmRefund, onSaveRefundAmount, o
     setRefundError("");
     setPaymentAccounts([]);
     api("/api/admin/refund-payment-accounts/available").then((result) => {
-      if (!cancelled) setPaymentAccounts(result.data);
+      if (cancelled) return;
+      const accounts = result.data || [];
+      const remembered = rememberedPayerAccount();
+      const isAvailable = accounts.some((account) => String(account.id) === remembered);
+      setPaymentAccounts(accounts);
+      setPayerAccount(isAvailable ? remembered : "");
+      if (remembered && !isAvailable) {
+        try { window.localStorage.removeItem(payerAccountStorageKey); } catch { /* localStorage may be unavailable */ }
+      }
     }).catch((error) => { if (!cancelled) setRefundError(error.message); })
       .finally(() => { if (!cancelled) setAccountsBusy(false); });
     return () => { cancelled = true; };
-  }, [refundOpen, api]);
+  }, [refundOpen, api, payerAccountStorageKey]);
+  function selectPayerAccount(value) {
+    setPayerAccount(value);
+    setRefundError("");
+  }
   async function confirmRefund() {
     if (!validAmount) return setRefundError("请输入大于0且最多两位小数的金额");
     if (!payerAccount) return setRefundError("请选择付款账户");
@@ -111,6 +131,7 @@ export function TaskDetail({ task, close, onConfirmRefund, onSaveRefundAmount, o
     setRefundError("");
     try {
       await onConfirmRefund(task, amount, payerAccount);
+      try { window.localStorage.setItem(payerAccountStorageKey, payerAccount); } catch { /* storage is optional */ }
       setRefundOpen(false);
     } catch (error) {
       setRefundError(error.message);
@@ -366,7 +387,7 @@ export function TaskDetail({ task, close, onConfirmRefund, onSaveRefundAmount, o
                   <small>默认按每条问答 0.50 元计算；支付宝单笔转账最低 0.10 元。</small>
                 </label>
                 <label>付款账户
-                  <select value={payerAccount} disabled={accountsBusy} onChange={(event) => setPayerAccount(event.target.value)}>
+                  <select value={payerAccount} disabled={accountsBusy} onChange={(event) => selectPayerAccount(event.target.value)}>
                     <option value="">{accountsBusy ? "正在加载账户…" : "请选择付款账户"}</option>
                     {paymentAccounts.map((account) => <option key={account.id} value={account.id}>{account.name}（{account.alipay_account}）</option>)}
                   </select>
@@ -869,6 +890,7 @@ export default function TaskBoardPage({ api, user }) {
           onCancel={cancel}
           actionBusy={busy === detail.id}
           api={api}
+          user={user}
 
           hasNextRefund={Boolean(nextRefundTask)}
           nextBusy={Boolean(detailLoading)}
diff --git a/frontend/src/admin.css b/frontend/src/admin.css
index 94ce355..f24a841 100644
--- a/frontend/src/admin.css
+++ b/frontend/src/admin.css
@@ -2039,11 +2039,29 @@
   background: #e7edf6;
 }
 .create-mode-tabs button {
+  display: inline-flex;
+  align-items: center;
+  gap: 6px;
   padding: 8px 14px;
   border-radius: 9px;
   background: transparent;
   color: #506783;
 }
+.create-mode-badge {
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  min-width: 18px;
+  height: 18px;
+  padding: 0 5px;
+  border-radius: 10px;
+  background: #e53935;
+  color: #fff;
+  font-size: 11px;
+  font-weight: 700;
+  line-height: 1;
+  box-shadow: 0 1px 3px rgba(198, 40, 40, 0.28);
+}
 .create-mode-tabs button.active {
   background: #fff;
   color: #173258;
diff --git a/frontend/src/main.jsx b/frontend/src/main.jsx
index 79e726e..8d0620e 100644
--- a/frontend/src/main.jsx
+++ b/frontend/src/main.jsx
@@ -379,9 +379,11 @@ const ADMIN_ITEMS = [
   },
 ];
 
-function Sidebar({ user, active, setActive, reviewBadge }) {
+function Sidebar({ user, active, setActive, reviewBadge, createBadge }) {
   const baseItems = BASE_ITEMS.map((item) =>
-    item.id === "review" ? { ...item, badge: reviewBadge } : item,
+    item.id === "review" ? { ...item, badge: reviewBadge }
+      : item.id === "create" ? { ...item, badge: createBadge }
+        : item,
   );
   const items =
     user.role_code === "super_admin"
@@ -4613,6 +4615,7 @@ function Dashboard({ user, onLogout }) {
   const [active, setActive] = useState("assistant");
   const [createMode, setCreateMode] = useState("ask");
   const [reviewBadge, setReviewBadge] = useState(0);
+  const [createBadge, setCreateBadge] = useState(0);
   const [librarySelection, setLibrarySelection] = useState([]);
   useEffect(() => {
     api("/api/admin/usage/enter", { method: "POST" }).catch(() => {});
@@ -4621,6 +4624,7 @@ function Dashboard({ user, onLogout }) {
     try {
       const result = await api("/api/admin/review-pending-count");
       setReviewBadge(result.data.total || 0);
+      setCreateBadge(result.data.answer_drafts || 0);
     } catch {
       // Keep navigation usable if the counter request temporarily fails.
     }
@@ -4660,6 +4664,7 @@ function Dashboard({ user, onLogout }) {
     window.addEventListener("switch-create-answer", handler);
     window.addEventListener("switch-create-ask", handler);
     window.addEventListener("review-count-changed", loadReviewBadge);
+    window.addEventListener("answer-draft-count-changed", loadReviewBadge);
     loadReviewBadge();
     const reviewCountTimer = window.setInterval(loadReviewBadge, 30000);
     return () => {
@@ -4670,6 +4675,7 @@ function Dashboard({ user, onLogout }) {
       window.removeEventListener("switch-create-answer", handler);
       window.removeEventListener("switch-create-ask", handler);
       window.removeEventListener("review-count-changed", loadReviewBadge);
+      window.removeEventListener("answer-draft-count-changed", loadReviewBadge);
       window.clearInterval(reviewCountTimer);
     };
   }, []);
@@ -4689,6 +4695,7 @@ function Dashboard({ user, onLogout }) {
         active={active}
         setActive={selectPage}
         reviewBadge={reviewBadge}
+        createBadge={createBadge}
       />
       <section className="main-shell">
         <Topbar user={user} onLogout={onLogout} />
@@ -4697,9 +4704,9 @@ function Dashboard({ user, onLogout }) {
         >
           {active === "create" ? (
             createMode === "ask" ? (
-              <CreateAskTasksPage api={api} librarySelection={librarySelection} onLibrarySelectionConsumed={() => setLibrarySelection([])} />
+              <CreateAskTasksPage api={api} librarySelection={librarySelection} onLibrarySelectionConsumed={() => setLibrarySelection([])} answerDraftCount={createBadge} />
             ) : (
-              <CreateAnswerTasksPageV2 api={api} user={user} />
+              <CreateAnswerTasksPageV2 api={api} user={user} answerDraftCount={createBadge} />
             )
           ) : active === "board" ? (
             <TaskBoardPage api={api} user={user} />