diff --git a/frontend/src/components/account/ClaudeResetCreditsCell.vue b/frontend/src/components/account/ClaudeResetCreditsCell.vue
index 9f249e0700..34cb9b6b3f 100644
--- a/frontend/src/components/account/ClaudeResetCreditsCell.vue
+++ b/frontend/src/components/account/ClaudeResetCreditsCell.vue
@@ -191,11 +191,21 @@ const creditTitle = computed(() => {
   if (!credit) return ''
   const lines = [credit.label]
   if (credit.expires_at) lines.push(t('admin.accounts.claudeResetCredits.expiresAtFull', { time: formatTime(credit.expires_at, 'full') }))
-  if (credit.clears.length) lines.push(t('admin.accounts.claudeResetCredits.clears', { windows: credit.clears.join(', ') }))
+  if (credit.clears.length) lines.push(t('admin.accounts.claudeResetCredits.clears', { windows: windowLabels(credit.clears) }))
   if (credit.use_requires_limit) lines.push(t('admin.accounts.claudeResetCredits.requiresLimit'))
   return lines.join('\n')
 })
 
+// 已知窗口显示为可读名称，未知窗口原样显示
+const windowKeys: Record<string, string> = {
+  five_hour: 'fiveHour',
+  seven_day: 'sevenDay',
+  seven_day_overage_included: 'sevenDayOverage'
+}
+function windowLabels(windows?: string[]): string {
+  return (windows ?? []).map(w => windowKeys[w] ? t(`admin.accounts.claudeResetCredits.windows.${windowKeys[w]}`) : w).join(', ')
+}
+
 const countButtonTitle = computed(() => {
   if (!status.value) return t('admin.accounts.claudeResetCredits.countTooltipLoad')
   return [
@@ -215,8 +225,8 @@ const redeemButtonTitle = computed(() => {
 const confirmMessage = computed(() => {
   const next = status.value?.credits.find(c => c.redeemable)
   return t('admin.accounts.claudeResetCredits.confirmMessage', {
-    windows: next?.clears.join(', ') || '—',
-    count: totalResets.value
+    windows: windowLabels(next?.clears) || '—',
+    count: Math.max(totalResets.value - 1, 0)
   })
 })
 
@@ -242,7 +252,7 @@ function outcomeFeedback(result: ClaudeResetOutcome): { kind: 'success' | 'warni
   const key = 'admin.accounts.claudeResetCredits.outcome'
   switch (result.outcome) {
     case 'reset':
-      return { kind: 'success', text: t(`${key}.reset`, { windows: result.cleared?.join(', ') || '—' }) }
+      return { kind: 'success', text: t(`${key}.reset`, { windows: windowLabels(result.cleared) || '—' }) }
     case 'already_used':
       return { kind: 'warning', text: t(`${key}.alreadyUsed`) }
     case 'cooldown':
diff --git a/frontend/src/components/account/__tests__/ClaudeResetCreditsCell.spec.ts b/frontend/src/components/account/__tests__/ClaudeResetCreditsCell.spec.ts
index 1afef83907..3011722373 100644
--- a/frontend/src/components/account/__tests__/ClaudeResetCreditsCell.spec.ts
+++ b/frontend/src/components/account/__tests__/ClaudeResetCreditsCell.spec.ts
@@ -5,7 +5,8 @@ import type { Account } from '@/types'
 const getCredits = vi.hoisted(() => vi.fn())
 const redeem = vi.hoisted(() => vi.fn())
 vi.mock('@/api/admin/claudeResetCredits', () => ({ getClaudeResetCredits: getCredits, redeemClaudeResetCredit: redeem }))
-vi.mock('vue-i18n', () => ({ useI18n: () => ({ t: (key: string) => key }) }))
+const t = vi.hoisted(() => vi.fn((key: string, _params?: Record<string, unknown>) => key))
+vi.mock('vue-i18n', () => ({ useI18n: () => ({ t }) }))
 // Minimal stand-in exposing the dialog's show state and confirm/cancel events.
 vi.mock('@/components/common/ConfirmDialog.vue', () => ({
   default: {
@@ -104,6 +105,11 @@ describe('Claude reset credit status', () => {
     const dialog = wrapper.get('[data-testid="confirm-dialog"]')
     expect(dialog.attributes('data-danger')).toBe('true')
     expect(dialog.text()).toContain('admin.accounts.claudeResetCredits.confirmMessage')
+    // Known windows render as readable labels; count is what remains after this use.
+    expect(t).toHaveBeenCalledWith('admin.accounts.claudeResetCredits.confirmMessage', {
+      windows: 'admin.accounts.claudeResetCredits.windows.fiveHour, admin.accounts.claudeResetCredits.windows.sevenDay',
+      count: 0
+    })
     await wrapper.get('[data-testid="confirm-cancel"]').trigger('click')
     await flushPromises()
     expect(wrapper.find('[data-testid="confirm-dialog"]').exists()).toBe(false)
@@ -193,6 +199,15 @@ describe('Claude reset credit status', () => {
     expect(redeem.mock.calls[1][1]).toBe(redeem.mock.calls[0][1])
   })
 
+  it('labels cleared windows and falls back to the raw key for unknown ones', async () => {
+    const wrapper = await queried()
+    redeem.mockResolvedValue({ outcome: 'reset', cleared: ['seven_day_overage_included', 'future_window'], replayed: false })
+    await confirmReset(wrapper)
+    expect(t).toHaveBeenCalledWith('admin.accounts.claudeResetCredits.outcome.reset', {
+      windows: 'admin.accounts.claudeResetCredits.windows.sevenDayOverage, future_window'
+    })
+  })
+
   it('tells the operator to retry later after an explicit unavailable answer', async () => {
     const wrapper = await queried()
     redeem.mockResolvedValue({ outcome: 'unknown', reason: 'upstream_unavailable', replayed: false })
diff --git a/frontend/src/i18n/locales/en/admin/accounts.ts b/frontend/src/i18n/locales/en/admin/accounts.ts
index f820f4cab7..8ed2917679 100644
--- a/frontend/src/i18n/locales/en/admin/accounts.ts
+++ b/frontend/src/i18n/locales/en/admin/accounts.ts
@@ -943,8 +943,13 @@ export default {
 	    resetTooltipNeedQuery: 'Check the count first; reset is available once a usable credit is found',
 	    resetTooltipNone: 'No reset can be used right now',
 	    resetTooltipReady: 'Consume 1 reset to clear limit windows (asks for confirmation)',
-	    confirmTitle: 'Use a Claude reset',
-	    confirmMessage: 'This immediately consumes 1 reset and cannot be undone. Windows cleared: {windows}. Resets held: {count}. Continue?',
+	    confirmTitle: 'Confirm Claude Reset',
+	    confirmMessage: 'This will consume 1 reset credit to immediately restore the {windows} window(s) ({count} remaining). This action cannot be undone. Continue?',
+	    windows: {
+	      fiveHour: '5h',
+	      sevenDay: '7d',
+	      sevenDayOverage: '7d overage'
+	    },
 	    outcome: {
 	      reset: 'Reset applied; cleared: {windows}',
 	      alreadyUsed: 'This reset was already used; refreshing to confirm',
diff --git a/frontend/src/i18n/locales/zh/admin/accounts.ts b/frontend/src/i18n/locales/zh/admin/accounts.ts
index 1fc9f3412b..654ba20c3c 100644
--- a/frontend/src/i18n/locales/zh/admin/accounts.ts
+++ b/frontend/src/i18n/locales/zh/admin/accounts.ts
@@ -1044,8 +1044,13 @@ export default {
 	    resetTooltipNeedQuery: '请先点「次数」查询；查询到可用的重置后才能使用',
 	    resetTooltipNone: '当前没有可立即使用的重置',
 	    resetTooltipReady: '消耗 1 次重置，清除限额窗口（需确认）',
-	    confirmTitle: '使用 Claude 重置',
-	    confirmMessage: '将立即消耗 1 次重置，此操作不可撤销。将清除窗口：{windows}。当前持有 {count} 次。确定继续？',
+	    confirmTitle: '确认使用 Claude 重置',
+	    confirmMessage: '将消耗 1 次重置次数，立即恢复 {windows} 窗口，剩余 {count} 次。此操作不可撤销，确定继续吗？',
+	    windows: {
+	      fiveHour: '5h',
+	      sevenDay: '7d',
+	      sevenDayOverage: '7d 超额'
+	    },
 	    outcome: {
 	      reset: '重置成功，已清除：{windows}',
 	      alreadyUsed: '该重置已被使用，正在刷新确认',