fix media supply citation attribution

apps/admin-web/public/logos/icon-with-title-white.svg

@@ -0,0 +1,73 @@
+<?xml version="1.0" encoding="UTF-8"?>
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+
+      .cls-2 {
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+
+      .cls-3 {
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+      }
+
+      .cls-4 {
+        fill: url(#_未命名的渐变_117-3);
+      }
+
+      .cls-5 {
+        fill: url(#_未命名的渐变_117-2);
+      }
+    </style>
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+      <stop offset=".39" stop-color="#1f7aff"/>
+      <stop offset=".5" stop-color="#1f70ff"/>
+      <stop offset=".56" stop-color="#346aff"/>
+      <stop offset=".68" stop-color="#5363ff"/>
+      <stop offset=".8" stop-color="#695dff"/>
+      <stop offset=".9" stop-color="#775aff"/>
+      <stop offset="1" stop-color="#7c59ff"/>
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+    <g>
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+    <g>
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apps/admin-web/src/i18n/messages/en-US.ts

@@ -273,7 +273,7 @@ const enUS = {
     trackingQuestion: {
       title: 'Question Detail',
       description:
-        'Inspect answer content, citation sources, citation analysis, and content citations for a single question.',
+        'Inspect answer content, citation sources, citation analysis, and answer citations for a single question.',
     },
     knowledge: {
       title: 'Knowledge Base',
@@ -596,24 +596,25 @@ const enUS = {
     citationSourcesTitle: 'Citation Sources',
     citationAnalysis: 'Citation Analysis',
     citationAnalysisTitle: 'Citation Analysis',
-    contentCitations: 'Content Citations',
+    contentCitations: 'Answer Citations',
-    contentCitationsTitle: 'Content Citations',
+    contentCitationsTitle: 'Answer Citations',
     imitationAction: 'Imitation create',
     taskDebugTitle: 'Async Task Debug',
     taskDebugHint:
       'For troubleshooting the callback -> queue -> worker flow only. The four main content sections above stay unchanged.',
-    contentCitationBadge: 'Content Citation',
+    contentCitationBadge: 'Published Article Citation',
+    mediaSupplySubmissionCitation: 'Submission Citation',
     manualMarkedArticle: 'External Article',
     markAsExternalArticle: 'Mark as external article',
     markedArticleSaved: 'Marked as external article.',
     noQuestions: 'No hot questions for the current filters',
     noCitationRanking: 'No attributable citations in the current window',
-    noCitedArticles: 'No content citations in the current window',
+    noCitedArticles: 'No published article citations in the current window',
     viewArticleContent: 'View article content',
     noAnswer: 'No sampled answer for this platform',
     noCitations: 'No citations for this platform',
     noCitationAnalysis: 'No citation analysis for this platform',
-    noContentCitations: 'No content citations for the active platform',
+    noContentCitations: 'No answer citations for the active platform',
     noTaskDebug: 'No async task debug data for the current filters',
     noPlatformBreakdown: 'No platform data is available for the current filters',
     selectedPlatformUnauthorizedTitle: 'Selected Platform Not Authorized',
@@ -641,7 +642,7 @@ const enUS = {
     samples: 'samples',
     citations: 'citations',
     citedArticleMeta: '{count} cited articles',
-    contentCitationMeta: '{count} content references',
+    contentCitationMeta: '{count} published article references',
     manual: 'Manual',
     automatic: 'Automatic',
     noChange: 'Flat',
@@ -663,7 +664,7 @@ const enUS = {
       channelName: 'Channel',
       domain: 'Domain',
       share: 'Share',
-      contentName: 'Content',
+      contentName: 'Article',
       publishPlatform: 'Publish Platform',
       distinctSites: 'Distinct Sites',
       brandContent: 'Has Brand Content',

apps/admin-web/src/i18n/messages/zh-CN.ts

@@ -271,7 +271,7 @@ const zhCN = {
     },
     trackingQuestion: {
       title: '问题详情',
-      description: '按问题查看大模型回答、引用来源、引用分析和内容引用。',
+      description: '按问题查看大模型回答、引用来源、引用分析和回答引用。',
     },
     knowledge: {
       title: '知识库',
@@ -556,8 +556,6 @@ const zhCN = {
     platformMatrixTitle: '平台对比矩阵',
     hotQuestions: 'Hot Questions',
     hotQuestionsTitle: '高频问题',
-    hotQuestionsHint:
-      '可选择全部关键词库（搜索词）或具体单个搜索词；选择单个搜索词时只展示并采集该搜索词。',
     questionSearchPlaceholder: '搜索当前范围下的问题',
     noQuestionSearchResults: '没有匹配的问题',
     questionDetailEyebrow: 'Question Detail',
@@ -566,7 +564,7 @@ const zhCN = {
     backToQuestions: '返回问题列表',
     citationRanking: 'Citation Ranking',
     citationRankingTitle: '引用排行',
-    citationRankingHint: '按发布外链和手动标记 URL 归因外部文章在模型引用来源中的出现次数与占比。',
+    citationRankingHint: '按发布外链、投稿外链和手动标记 URL 归因外部文章在模型引用来源中的出现次数与占比。',
     citationWindow7: '近 7 天',
     citationWindow30: '近 30 天',
     citationWindowLabel: '近 {days} 天',
@@ -577,23 +575,24 @@ const zhCN = {
     citationSourcesTitle: '引用来源',
     citationAnalysis: 'Citation Analysis',
     citationAnalysisTitle: '引用分析',
-    contentCitations: 'Content Citations',
+    contentCitations: '回答引用',
-    contentCitationsTitle: '内容引用',
+    contentCitationsTitle: '回答引用',
     imitationAction: '仿写创作',
     taskDebugTitle: '异步任务调试',
     taskDebugHint: '仅用于排查 callback -> queue -> worker 的异步流转，不影响上方四块主内容。',
-    contentCitationBadge: '内容引用',
+    contentCitationBadge: '发文引用',
+    mediaSupplySubmissionCitation: '投稿引用',
     manualMarkedArticle: '外部文章',
     markAsExternalArticle: '标记为外部文章',
     markedArticleSaved: '已标记为外部文章',
     noQuestions: '当前筛选条件下暂无高频问题',
     noCitationRanking: '当前时间窗口内暂无可归因引用',
-    noCitedArticles: '当前时间窗口内暂无内容引用',
+    noCitedArticles: '当前时间窗口内暂无发文引用',
     viewArticleContent: '查看文章内容',
     noAnswer: '该平台暂无采样回答',
     noCitations: '该平台无引用来源',
     noCitationAnalysis: '该平台暂无引用分析',
-    noContentCitations: '当前平台暂无内容引用',
+    noContentCitations: '当前平台暂无回答引用',
     noTaskDebug: '当前条件下暂无异步任务调试数据',
     noPlatformBreakdown: '当前筛选条件下暂无可展示的平台数据',
     selectedPlatformUnauthorizedTitle: '当前平台未授权',
@@ -620,7 +619,7 @@ const zhCN = {
     samples: '次采样',
     citations: '次引用',
     citedArticleMeta: '{count} 篇内容被引用',
-    contentCitationMeta: '含 {count} 条内容引用',
+    contentCitationMeta: '含 {count} 条发文引用',
     manual: '手动',
     automatic: '自动',
     noChange: '持平',
@@ -642,7 +641,7 @@ const zhCN = {
       channelName: '渠道名称',
       domain: '来源域名',
       share: '占比',
-      contentName: '内容名称',
+      contentName: '文章名称',
       publishPlatform: '发布平台',
       distinctSites: '引用站点数',
       brandContent: '含品牌内容',

apps/admin-web/src/views/MediaSupplyOrdersView.vue

@@ -53,7 +53,7 @@ const columns = computed<TableColumnsType<MediaSupplyOrderDetail>>(() => [
     align: 'right',
   },
   { title: '扣款', key: 'wallet', width: 150 },
-  { title: '媒体', key: 'items', width: 110, align: 'right' },
+  { title: '媒体', key: 'items', width: 110 },
   { title: '回链', key: 'backlinks', width: 220 },
   { title: '外部单号', key: 'external_order_code', dataIndex: 'external_order_code', width: 170 },
   { title: '创建时间', key: 'created_at', dataIndex: 'created_at', width: 170 },
@@ -267,7 +267,7 @@ function formatOrderError(message?: string | null): string {
           onShowSizeChange: handleTableChange,
         }"
         row-key="id"
-        :scroll="{ x: 1580 }"
+        :scroll="{ x: 1630 }"
       >
         <template #bodyCell="{ column, record }">
           <template v-if="column.key === 'title'">
@@ -475,7 +475,7 @@ function formatOrderError(message?: string | null): string {
   color: #475467 !important;
   font-weight: 600 !important;
   border-bottom: 1px solid #e2e8f0 !important;
-  text-align: center;
+  padding: 12px 16px !important;
 }
 
 .orders-table-wrap :deep(.ant-table-tbody > tr > td) {

apps/admin-web/src/views/MediaSupplyResourcesView.vue

@@ -802,9 +802,10 @@ function toResourceRow(item: CustomerSupplierMediaResource): MediaSupplyResource
           selectedRowKeys,
           preserveSelectedRowKeys: true,
           onChange: onSelectionChange,
+          columnWidth: 60,
         }"
         row-key="id"
-        :scroll="{ x: 1560 }"
+        :scroll="{ x: 1764 }"
       >
         <template #bodyCell="{ column, record }">
           <template v-if="column.key === 'name'">
@@ -1424,12 +1425,12 @@ div.favorite-modal :deep(.ant-input::placeholder) {
   background: #f7f7f7;
   color: #666;
   font-weight: 700;
-  text-align: center;
   border-color: #dcdcdc;
+  padding: 10px 14px !important;
 }
 
 .media-supply-table-wrap :deep(.ant-table-tbody > tr > td) {
-  padding: 10px 14px;
+  padding: 10px 14px !important;
   border-color: #dcdcdc;
 }
 

apps/admin-web/src/views/TrackingQuestionDetailView.vue

@@ -2,7 +2,6 @@
 import { ArrowLeftOutlined, BookOutlined, CopyOutlined } from '@ant-design/icons-vue'
 import type {
   MonitoringQuestionCitationAnalysisItem,
-  MonitoringQuestionContentCitation,
   MonitoringQuestionDetailCitation,
   MonitoringQuestionDetailPlatform,
   MonitoringSourceItem,
@@ -199,10 +198,7 @@ const activeDeepSeekCitationReferenceLabels = computed<string[][]>(() => {
 })
 
 const activeInlineContentCitations = computed<TrackingAnalyzedContentCitation[]>(() => {
-  return analyzeContentCitations(
+  return analyzeAnswerCitations(activePlatform.value)
-    activePlatform.value,
-    detailQuery.data.value?.content_citations ?? [],
-  )
 })
 
 const shouldShowInlineContentCitations = computed(() => {
@@ -353,6 +349,12 @@ function isManualMarkedCitation(
   return citation?.source_type === 'manual_mark'
 }
 
+function isMediaSupplySubmissionCitation(
+  citation: MonitoringQuestionDetailCitation | null | undefined,
+): boolean {
+  return citation?.source_type === 'media_supply_order_item'
+}
+
 function canMarkCitationAsExternal(
   citation: MonitoringQuestionDetailCitation | null | undefined,
 ): boolean {
@@ -373,14 +375,22 @@ function isLinkedInlineCitationPlatform(platformId: string | null | undefined):
   return platformId === 'yuanbao' || platformId === 'qwen'
 }
 
-function isKimiInlineCitationPlatform(platformId: string | null | undefined): boolean {
+function isQwenInlineCitationPlatform(platformId: string | null | undefined): boolean {
-  return platformId === 'kimi'
+  return platformId === 'qwen'
+}
+
+function isYuanbaoInlineCitationPlatform(platformId: string | null | undefined): boolean {
+  return platformId === 'yuanbao'
 }
 
 function isDeepSeekInlineCitationPlatform(platformId: string | null | undefined): boolean {
   return platformId === 'deepseek'
 }
 
+function supportsAnswerCitationTags(platformId: string | null | undefined): boolean {
+  return isLinkedInlineCitationPlatform(platformId) || isDeepSeekInlineCitationPlatform(platformId)
+}
+
 function createQwenSourceGroupPattern(): RegExp {
   return /\[\[source_group_web_(\d+)\]\]/g
 }
@@ -409,10 +419,6 @@ function createQwenSourceGroupStripPattern(): RegExp {
   return /\[\[\s*source_group_web_[^\[\]]*?\]\]/gi
 }
 
-function createMarkdownLinkPattern(): RegExp {
-  return /\[([^\]\n]+)\]\((https?:\/\/[^)\s]+)\)/g
-}
-
 function looksLikeHtmlAnswer(value: string | null | undefined): boolean {
   const normalized = String(value ?? '').trim()
   return /<\/?[a-z][^>]*>/i.test(normalized)
@@ -430,13 +436,21 @@ function parseHtmlFragment(content: string): HTMLElement | null {
     : null
 }
 
-function collectInlineCitationIndexes(answerText: string): number[] {
+function collectPlatformInlineCitationIndexes(
-  const matches = [
+  answerText: string,
-    ...answerText.matchAll(createQwenSourceGroupPattern()),
+  platformId: string | null | undefined,
-    ...answerText.matchAll(createYuanbaoCitationPattern()),
+): number[] {
-  ]
+  const pattern = isQwenInlineCitationPlatform(platformId)
+    ? createQwenSourceGroupPattern()
+    : isYuanbaoInlineCitationPlatform(platformId)
+      ? createYuanbaoCitationPattern()
+      : null
 
-  return matches
+  if (!pattern) {
+    return []
+  }
+
+  return Array.from(answerText.matchAll(pattern))
     .map((match) => Number(match[1]))
     .filter((value) => Number.isFinite(value) && value > 0)
 }
@@ -464,48 +478,6 @@ function deriveCitationChannelName(url: string): string {
   }
 }
 
-function collectKimiInlineCitationOccurrences(answerText: string): Array<{
-  url: string
-  label: string | null
-  citationCount: number
-}> {
-  const counts = new Map<string, { label: string | null; citationCount: number }>()
-  const pattern = createMarkdownLinkPattern()
-
-  for (const match of answerText.matchAll(pattern)) {
-    const matchIndex = match.index ?? 0
-    if (matchIndex > 0 && answerText[matchIndex - 1] === '!') {
-      continue
-    }
-
-    const label = String(match[1] ?? '').trim() || null
-    const url = normalizeInlineCitationUrl(match[2])
-    if (!url) {
-      continue
-    }
-
-    const existing = counts.get(url)
-    if (existing) {
-      counts.set(url, {
-        label: existing.label ?? label,
-        citationCount: existing.citationCount + 1,
-      })
-      continue
-    }
-
-    counts.set(url, {
-      label,
-      citationCount: 1,
-    })
-  }
-
-  return Array.from(counts.entries()).map(([url, value]) => ({
-    url,
-    label: value.label,
-    citationCount: value.citationCount,
-  }))
-}
-
 function buildInlineCitationSourceLookup(
   platform: MonitoringQuestionDetailPlatform | null,
 ): Map<string, MonitoringSourceItem> {
@@ -1068,15 +1040,16 @@ function formatAnswerContent(platform: MonitoringQuestionDetailPlatform | null):
     return null
   }
 
-  const withInlineMarkers = isLinkedInlineCitationPlatform(platform?.ai_platform_id)
+  let withInlineMarkers = sanitized
-    ? sanitized
+  if (isQwenInlineCitationPlatform(platform?.ai_platform_id)) {
-        .replace(createQwenSourceGroupPattern(), (_, sourceGroupIndex) => {
+    withInlineMarkers = sanitized.replace(createQwenSourceGroupPattern(), (_, sourceGroupIndex) => {
-          return buildInlineCitationMarker(Number(sourceGroupIndex), platform)
+      return buildInlineCitationMarker(Number(sourceGroupIndex), platform)
-        })
+    })
-        .replace(createYuanbaoCitationPattern(), (_, sourceGroupIndex) => {
+  } else if (isYuanbaoInlineCitationPlatform(platform?.ai_platform_id)) {
-          return buildInlineCitationMarker(Number(sourceGroupIndex), platform)
+    withInlineMarkers = sanitized.replace(createYuanbaoCitationPattern(), (_, sourceGroupIndex) => {
-        })
+      return buildInlineCitationMarker(Number(sourceGroupIndex), platform)
-    : sanitized
+    })
+  }
 
   const normalizedMarkdown = withInlineMarkers
     .replace(createQwenSourceGroupStripPattern(), '')
@@ -1139,41 +1112,11 @@ function collectDeepSeekInlineCitationOccurrences(
   }))
 }
 
-function analyzeContentCitations(
+function analyzeAnswerCitations(
-  platform: MonitoringQuestionDetailPlatform | null,
-  contentCitations: MonitoringQuestionContentCitation[],
-): TrackingAnalyzedContentCitation[] {
-  const platformId = normalizeMonitoringPlatformId(platform?.ai_platform_id)
-  const serverItems = contentCitations
-    .filter((item) => normalizeMonitoringPlatformId(item.ai_platform_id) === platformId)
-    .sort((left, right) => {
-      if (right.citation_count !== left.citation_count) {
-        return right.citation_count - left.citation_count
-      }
-      return left.article_title.localeCompare(right.article_title, 'zh-CN')
-    })
-    .map((item) => ({
-      key: `server-${item.ai_platform_id}-${item.source_type}-${item.source_id}`,
-      contentName: item.article_title || item.source_url || '--',
-      channelName: item.publish_platform || deriveCitationChannelName(item.source_url),
-      citationCount: item.citation_count,
-      citationRate: item.citation_rate,
-      citedURL: item.source_url || null,
-      sourceType: item.source_type,
-    }))
-
-  if (serverItems.length > 0) {
-    return serverItems
-  }
-
-  return analyzeInlineContentCitations(platform)
-}
-
-function analyzeInlineContentCitations(
   platform: MonitoringQuestionDetailPlatform | null,
 ): TrackingAnalyzedContentCitation[] {
   const answerText = String(platform?.answer_text ?? '')
-  if (!answerText) {
+  if (!answerText || !supportsAnswerCitationTags(platform?.ai_platform_id)) {
     return []
   }
 
@@ -1188,36 +1131,6 @@ function analyzeInlineContentCitations(
       return []
     }
 
-    return occurrences
-      .sort((left, right) => {
-        if (right.citationCount !== left.citationCount) {
-          return right.citationCount - left.citationCount
-        }
-        return left.url.localeCompare(right.url, 'zh-CN')
-      })
-      .map((item) => ({
-        key: `deepseek-${item.url}`,
-        contentName: item.label || item.url,
-        channelName: item.siteName || deriveCitationChannelName(item.url),
-        citationCount: item.citationCount,
-        citationRate: item.citationCount / totalCitationCount,
-        citedURL: item.url,
-        sourceType: null,
-      }))
-  }
-
-  if (isKimiInlineCitationPlatform(platform?.ai_platform_id)) {
-    const occurrences = collectKimiInlineCitationOccurrences(answerText)
-    if (!occurrences.length) {
-      return []
-    }
-
-    const totalCitationCount = occurrences.reduce((sum, item) => sum + item.citationCount, 0)
-    if (!totalCitationCount) {
-      return []
-    }
-
-    const inlineCitationLookup = buildInlineCitationSourceLookup(platform)
     return occurrences
       .sort((left, right) => {
         if (right.citationCount !== left.citationCount) {
@@ -1226,13 +1139,10 @@ function analyzeInlineContentCitations(
         return left.url.localeCompare(right.url, 'zh-CN')
       })
       .map((item) => {
-        const source = inlineCitationLookup.get(item.url)
-        const contentName = source?.title?.trim() || item.label || item.url
-        const channelName = source?.site_name?.trim() || deriveCitationChannelName(item.url)
         return {
-          key: `kimi-${item.url}`,
+          key: `deepseek-${item.url}`,
-          contentName,
+          contentName: item.label || item.url,
-          channelName,
+          channelName: item.siteName || deriveCitationChannelName(item.url),
           citationCount: item.citationCount,
           citationRate: item.citationCount / totalCitationCount,
           citedURL: item.url,
@@ -1241,11 +1151,10 @@ function analyzeInlineContentCitations(
       })
   }
 
-  if (!isLinkedInlineCitationPlatform(platform?.ai_platform_id)) {
+  const sourceGroupIndexes = collectPlatformInlineCitationIndexes(
-    return []
+    answerText,
-  }
+    platform?.ai_platform_id,
-
+  )
-  const sourceGroupIndexes = collectInlineCitationIndexes(answerText)
   if (!sourceGroupIndexes.length) {
     return []
   }
@@ -1557,39 +1466,49 @@ const contentCitationColumns = computed(() => [
                   @click="openExternalURL(citation.cited_url)"
                   @keydown.enter="openExternalURL(citation.cited_url)"
                 >
-                  <div class="tracking-question-source-card__headline">
+                  <div class="tracking-question-source-card__header">
-                    <div class="tracking-question-source-card__indexes">
+                    <div class="tracking-question-source-card__header-left">
-                      <span
+                      <div class="tracking-question-source-card__indexes">
-                        v-for="label in resolveCitationIndexDisplayLabels(index, activePlatform)"
+                        <span
-                        :key="`${citation.cited_url}-${label}`"
+                          v-for="label in resolveCitationIndexDisplayLabels(index, activePlatform)"
-                        class="tracking-question-source-card__reference-badge"
+                          :key="`${citation.cited_url}-${label}`"
+                          class="tracking-question-source-card__reference-badge"
+                        >
+                          {{ label }}
+                        </span>
+                        <span
+                          v-if="shouldShowCitationSourceListIndex(index, activePlatform)"
+                          class="tracking-question-source-card__index"
+                          :class="{
+                            'tracking-question-source-card__index--secondary':
+                              resolveCitationIndexDisplayLabels(index, activePlatform).length > 0,
+                          }"
+                        >
+                          {{ index + 1 }}
+                        </span>
+                      </div>
+                      <strong class="tracking-question-source-card__site-name">{{ citation.site_name }}</strong>
+                      <a-tag
+                        v-if="isMediaSupplySubmissionCitation(citation)"
+                        color="cyan"
+                        class="tracking-question-source-card__badge"
                       >
-                        {{ label }}
+                        {{ t('tracking.mediaSupplySubmissionCitation') }}
-                      </span>
+                      </a-tag>
-                      <span
+                      <a-tag
-                        v-if="shouldShowCitationSourceListIndex(index, activePlatform)"
+                        v-else-if="citation.article_id"
-                        class="tracking-question-source-card__index"
+                        class="tracking-question-source-card__badge tracking-question-source-card__badge--published"
-                        :class="{
-                          'tracking-question-source-card__index--secondary':
-                            resolveCitationIndexDisplayLabels(index, activePlatform).length > 0,
-                        }"
                       >
-                        [{{ index + 1 }}]
+                        {{ t('tracking.contentCitationBadge') }}
-                      </span>
+                      </a-tag>
+                      <a-tag
+                        v-else-if="isManualMarkedCitation(citation)"
+                        color="green"
+                        class="tracking-question-source-card__badge"
+                      >
+                        {{ t('tracking.manualMarkedArticle') }}
+                      </a-tag>
                     </div>
-                    <strong>{{ citation.site_name }}</strong>
-                    <span
-                      v-if="resolveCitationTitle(citation)"
-                      class="tracking-question-source-card__divider"
-                    >
-                      ·
-                    </span>
-                    <span
-                      class="tracking-question-source-card__title"
-                      :title="resolveCitationTitle(citation)"
-                    >
-                      {{ resolveCitationTitle(citation) }}
-                    </span>
                     <div class="tracking-question-source-card__actions">
                       <a-tooltip
                         v-if="canMarkCitationAsExternal(citation)"
@@ -1620,20 +1539,13 @@ const contentCitationColumns = computed(() => [
                         </button>
                       </a-tooltip>
                     </div>
-                    <a-tag
+                  </div>
-                      v-if="citation.article_id"
+                  <div
-                      color="blue"
+                    v-if="resolveCitationTitle(citation)"
-                      class="tracking-question-source-card__badge"
+                    class="tracking-question-source-card__title"
-                    >
+                    :title="resolveCitationTitle(citation)"
-                      {{ t('tracking.contentCitationBadge') }}
+                  >
-                    </a-tag>
+                    {{ resolveCitationTitle(citation) }}
-                    <a-tag
-                      v-else-if="isManualMarkedCitation(citation)"
-                      color="green"
-                      class="tracking-question-source-card__badge"
-                    >
-                      {{ t('tracking.manualMarkedArticle') }}
-                    </a-tag>
                   </div>
                   <div class="tracking-question-source-card__link">
                     {{ citation.cited_url }}
@@ -1711,7 +1623,7 @@ const contentCitationColumns = computed(() => [
             </div>
           </section>
 
-          <!-- Content Citations -->
+          <!-- Answer Citations -->
           <section v-if="shouldShowInlineContentCitations" class="tracking-question-card">
             <div class="tracking-question-card__header">
               <div class="tracking-question-card__section-title">
@@ -1747,6 +1659,12 @@ const contentCitationColumns = computed(() => [
                         <small v-if="record.sourceType === 'manual_mark'" class="meta-subtext">
                           {{ t('tracking.manualMarkedArticle') }}
                         </small>
+                        <small
+                          v-else-if="record.sourceType === 'media_supply_order_item'"
+                          class="meta-subtext"
+                        >
+                          {{ t('tracking.mediaSupplySubmissionCitation') }}
+                        </small>
                       </template>
                       <strong v-else class="table-text" :title="record.contentName">
                         {{ record.contentName }}
@@ -1805,11 +1723,24 @@ const contentCitationColumns = computed(() => [
   display: flex;
   flex-direction: column;
   gap: 16px;
-  padding: 24px 32px;
+  padding: 28px 32px;
-  background: #ffffff;
+  background: linear-gradient(135deg, #ffffff 0%, #f8fafc 100%);
-  border: 1px solid #e8edf5;
+  border: 1px solid #e2e8f0;
-  border-radius: 20px;
+  border-radius: 16px;
-  box-shadow: 0 4px 12px rgba(15, 23, 42, 0.02);
+  box-shadow: 0 4px 20px -2px rgba(15, 23, 42, 0.02);
+  position: relative;
+  overflow: hidden;
+}
+
+.tracking-question-page__hero::after {
+  content: '';
+  position: absolute;
+  top: -50%;
+  right: -10%;
+  width: 300px;
+  height: 300px;
+  background: radial-gradient(circle, rgba(59, 130, 246, 0.03) 0%, rgba(255, 255, 255, 0) 70%);
+  pointer-events: none;
 }
 
 .tracking-question-page__header-top {
@@ -1820,36 +1751,38 @@ const contentCitationColumns = computed(() => [
   display: inline-flex;
   align-items: center;
   justify-content: center;
-  gap: 6px;
+  gap: 8px;
-  height: 32px;
+  height: 36px;
-  padding: 0 12px 0 8px;
+  padding: 0 16px 0 12px;
-  border: none;
+  border: 1px solid #e2e8f0;
-  border-radius: 6px;
+  border-radius: 8px;
-  background: transparent;
+  background: #ffffff;
-  color: #64748b;
+  color: #475569;
-  font-size: 14px;
+  font-size: 13px;
-  font-weight: 500;
+  font-weight: 600;
   cursor: pointer;
-  transition: all 0.2s ease;
+  transition: all 0.2s cubic-bezier(0.4, 0, 0.2, 1);
-  margin-left: -8px;
+  box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.02);
 }
 
 .tracking-question-page__back:hover {
-  background: #e2e8f0;
+  border-color: #cbd5e1;
   color: #0f172a;
+  background: #f8fafc;
+  transform: translateX(-2px);
 }
 
 .tracking-question-page__copy {
   display: flex;
   flex-direction: column;
-  gap: 8px;
+  gap: 6px;
   min-width: 0;
 }
 
 .tracking-question-page__eyebrow {
   margin: 0;
   color: #2563eb;
-  font-size: 13px;
+  font-size: 12px;
   font-weight: 700;
   letter-spacing: 0.1em;
   text-transform: uppercase;
@@ -1858,40 +1791,59 @@ const contentCitationColumns = computed(() => [
 .tracking-question-page__copy h1 {
   margin: 0;
   color: #0f172a;
-  font-size: 32px;
+  font-size: 26px;
-  font-weight: 800;
+  font-weight: 700;
-  line-height: 1.25;
+  line-height: 1.3;
-  letter-spacing: -0.02em;
+  letter-spacing: -0.01em;
 }
 
 .tracking-question-page__meta {
-  margin: 8px 0 0;
+  margin: 4px 0 0;
   display: inline-flex;
   align-items: center;
-  gap: 8px;
+  gap: 6px;
   padding: 6px 12px;
   background: #f1f5f9;
-  border-radius: 6px;
+  border-radius: 8px;
   color: #475569;
-  font-size: 14px;
+  font-size: 13px;
   font-weight: 500;
   width: fit-content;
+  border: 1px solid #e2e8f0;
 }
 
 .tracking-question-page__alert {
-  border-radius: 16px;
+  border-radius: 12px;
 }
 
 .tracking-question-page__tabs-wrapper {
   background: #ffffff;
-  padding: 4px 24px 0;
+  padding: 0 16px;
-  border-radius: 16px;
+  border-radius: 12px;
-  border: 1px solid #e8edf5;
+  border: 1px solid #e2e8f0;
-  box-shadow: 0 4px 12px rgba(15, 23, 42, 0.02);
+  box-shadow: 0 1px 3px 0 rgba(0, 0, 0, 0.02);
 }
 
 .tracking-question-tabs :deep(.ant-tabs-nav) {
   margin-bottom: 0;
+  border-bottom: none;
+}
+
+.tracking-question-tabs :deep(.ant-tabs-tab) {
+  padding: 14px 16px;
+  font-weight: 500;
+  color: #475569;
+  transition: all 0.2s ease;
+}
+
+.tracking-question-tabs :deep(.ant-tabs-tab-active) {
+  font-weight: 600;
+}
+
+.tracking-question-tabs :deep(.ant-tabs-ink-bar) {
+  height: 3px;
+  border-radius: 3px 3px 0 0;
+  background: #2563eb;
 }
 
 .tracking-question-tabs .is-muted {
@@ -1901,8 +1853,10 @@ const contentCitationColumns = computed(() => [
 .tracking-question-grid {
   display: grid;
   grid-template-columns: minmax(0, 1.45fr) minmax(0, 1fr);
-  grid-auto-rows: 800px;
+  grid-auto-rows: calc(100vh - 280px);
-  gap: 20px;
+  min-height: 550px;
+  max-height: 750px;
+  gap: 24px;
 }
 
 .tracking-question-card {
@@ -1910,10 +1864,10 @@ const contentCitationColumns = computed(() => [
   display: flex;
   flex-direction: column;
   padding: 24px 28px;
-  border: 1px solid #e8edf5;
+  border: 1px solid rgba(226, 232, 240, 0.8);
-  border-radius: 20px;
+  border-radius: 16px;
   background: #ffffff;
-  box-shadow: 0 10px 30px rgba(15, 23, 42, 0.03);
+  box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.02), 0 10px 15px -3px rgba(0, 0, 0, 0.03), 0 0 0 1px rgba(0, 0, 0, 0.01);
 }
 
 .tracking-question-card--answer {
@@ -1939,17 +1893,17 @@ const contentCitationColumns = computed(() => [
 .tracking-question-card__section-title {
   display: inline-flex;
   align-items: center;
-  gap: 14px;
+  gap: 10px;
-  color: #111827;
+  color: #0f172a;
-  font-size: 20px;
+  font-size: 16px;
-  font-weight: 700;
+  font-weight: 600;
 }
 
 .tracking-question-card__accent {
   display: inline-block;
-  width: 6px;
+  width: 4px;
-  height: 28px;
+  height: 16px;
-  border-radius: 999px;
+  border-radius: 2px;
   background: #2563eb;
 }
 
@@ -2093,7 +2047,9 @@ const contentCitationColumns = computed(() => [
 
 .tracking-question-answer__headline h2 {
   margin: 0;
-  font-size: 22px;
+  font-size: 16px;
+  font-weight: 600;
+  color: #334155;
 }
 
 .tracking-question-answer__meta {
@@ -2102,15 +2058,16 @@ const contentCitationColumns = computed(() => [
   gap: 18px;
   margin-top: auto;
   padding-top: 18px;
-  color: #9ca3af;
+  color: #94a3b8;
   font-size: 13px;
+  border-top: 1px dashed #f1f5f9;
 }
 
 .tracking-question-source-list,
 .tracking-question-content-list {
   display: flex;
   flex-direction: column;
-  gap: 14px;
+  gap: 12px;
 }
 
 .tracking-question-source-card,
@@ -2118,43 +2075,61 @@ const contentCitationColumns = computed(() => [
   position: relative;
   display: flex;
   flex-direction: column;
-  gap: 6px;
+  gap: 8px;
-  padding: 12px 16px;
+  padding: 16px;
+  padding-right: 76px;
   border: 1px solid #edf2f7;
-  border-radius: 10px;
+  border-radius: 12px;
-  background: #f8fbff;
+  background: #ffffff;
   cursor: pointer;
-  transition: all 0.2s ease;
+  transition: all 0.25s cubic-bezier(0.4, 0, 0.2, 1);
   text-decoration: none;
+  box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.02);
 }
 
 .tracking-question-source-card:hover,
 .tracking-question-content-card:hover {
-  border-color: #dbeafe;
+  border-color: #3b82f6;
-  box-shadow: 0 4px 12px rgba(37, 99, 235, 0.05);
+  background: #f8fafc;
-}
+  transform: translateY(-2px);
-
+  box-shadow: 0 12px 20px -8px rgba(59, 130, 246, 0.08), 0 4px 6px -2px rgba(59, 130, 246, 0.02);
-.tracking-question-source-card {
-  padding-right: 58px;
 }
 
 .tracking-question-source-card.is-linked {
-  border-color: #93c5fd;
+  border-color: #3b82f6;
-  background: #eef6ff;
+  background: #eff6ff;
-  box-shadow: 0 0 0 3px rgba(59, 130, 246, 0.12);
+  box-shadow: 0 0 0 3px rgba(59, 130, 246, 0.15);
 }
 
-.tracking-question-source-card__headline {
+.tracking-question-source-card__header {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  gap: 12px;
+  width: 100%;
+}
+
+.tracking-question-source-card__header-left {
   display: flex;
   align-items: center;
   gap: 8px;
-  width: 100%;
+  flex: 1;
+  min-width: 0;
+}
+
+.tracking-question-source-card__site-name {
+  color: #0f172a;
+  font-size: 14px;
+  font-weight: 600;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
 }
 
 .tracking-question-source-card__indexes {
   display: inline-flex;
   align-items: center;
-  gap: 6px;
+  gap: 4px;
   flex-shrink: 0;
 }
 
@@ -2162,15 +2137,22 @@ const contentCitationColumns = computed(() => [
   display: inline-flex;
   align-items: center;
   justify-content: center;
-  min-width: 34px;
+  min-width: 24px;
   height: 24px;
-  padding: 0 8px;
+  padding: 0 6px;
-  border-radius: 999px;
+  border-radius: 6px;
-  background: #e8f1ff;
+  background: #f1f5f9;
-  color: #1d4ed8;
+  color: #475569;
-  font-size: 12px;
+  font-size: 11px;
   font-weight: 700;
+  font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, monospace;
   flex-shrink: 0;
+  transition: all 0.2s ease;
+}
+
+.tracking-question-source-card:hover .tracking-question-source-card__index {
+  background: #eff6ff;
+  color: #2563eb;
 }
 
 .tracking-question-source-card__index--secondary {
@@ -2183,45 +2165,52 @@ const contentCitationColumns = computed(() => [
   display: inline-flex;
   align-items: center;
   justify-content: center;
-  min-width: 34px;
+  min-width: 24px;
   height: 24px;
-  padding: 0 8px;
+  padding: 0 6px;
-  border-radius: 999px;
+  border-radius: 6px;
   border: 1px solid #bfdbfe;
   background: #eff6ff;
   color: #2563eb;
-  font-size: 12px;
+  font-size: 11px;
   font-weight: 700;
   line-height: 1;
+  font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, monospace;
   flex-shrink: 0;
 }
 
-.tracking-question-source-card__headline strong {
-  display: block;
-  color: #2563eb;
-  font-size: 14px;
-  font-weight: 600;
-  white-space: nowrap;
-}
-
-.tracking-question-source-card__divider {
-  color: #cbd5e1;
-  font-weight: bold;
-}
-
 .tracking-question-source-card__title {
-  color: #475569;
+  color: #334155;
   font-size: 14px;
-  flex: 1;
+  font-weight: 500;
-  white-space: nowrap;
+  line-height: 1.45;
+  word-break: break-all;
+  display: -webkit-box;
+  -webkit-line-clamp: 2;
+  line-clamp: 2;
+  -webkit-box-orient: vertical;
   overflow: hidden;
   text-overflow: ellipsis;
+  margin-top: 2px;
 }
 
 .tracking-question-source-card__badge {
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  min-height: 20px;
+  padding: 0 8px;
   margin: 0;
-  margin-left: auto;
+  line-height: 1;
   white-space: nowrap;
+  font-size: 11px;
+  border-radius: 4px;
+}
+
+.tracking-question-source-card__badge--published {
+  border: 1px solid #a7f3d0;
+  background: #ecfdf5;
+  color: #047857;
 }
 
 .tracking-question-imitation-trigger {
@@ -2231,22 +2220,19 @@ const contentCitationColumns = computed(() => [
   flex-shrink: 0;
   align-items: center;
   justify-content: center;
-  border: 1px solid #dbeafe;
+  border: 1px solid #e2e8f0;
-  border-radius: 8px;
+  border-radius: 6px;
   background: #ffffff;
-  color: #2563eb;
+  color: #64748b;
   cursor: pointer;
   opacity: 0;
-  transform: translateY(1px);
+  transform: scale(0.95);
-  transition:
+  transition: all 0.15s cubic-bezier(0.4, 0, 0.2, 1);
-    opacity 0.18s ease,
-    transform 0.18s ease,
-    border-color 0.18s ease,
-    background-color 0.18s ease;
 }
 
 .tracking-question-imitation-trigger:hover {
-  border-color: #93c5fd;
+  border-color: #2563eb;
+  color: #2563eb;
   background: #eff6ff;
 }
 
@@ -2259,20 +2245,16 @@ const contentCitationColumns = computed(() => [
   position: absolute;
   top: 50%;
   right: 16px;
+  transform: translateY(-50%);
   display: inline-flex;
   gap: 6px;
-  transform: translateY(calc(-50% + 1px));
+  flex-shrink: 0;
 }
 
 .tracking-question-source-card:hover .tracking-question-imitation-trigger,
 .tracking-question-source-card:focus-within .tracking-question-imitation-trigger {
   opacity: 1;
-  transform: translateY(0);
+  transform: scale(1);
-}
-
-.tracking-question-source-card:hover .tracking-question-source-card__actions,
-.tracking-question-source-card:focus-within .tracking-question-source-card__actions {
-  transform: translateY(-50%);
 }
 
 .tracking-question-imitation-trigger--table-action {
@@ -2289,10 +2271,12 @@ const contentCitationColumns = computed(() => [
 .tracking-question-source-card__link {
   color: #94a3b8;
   font-size: 12px;
-  width: 100%;
+  font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, monospace;
   white-space: nowrap;
   overflow: hidden;
   text-overflow: ellipsis;
+  width: 100%;
+  margin-top: 2px;
 }
 
 .tracking-question-content-card__copy a {
@@ -2345,11 +2329,11 @@ const contentCitationColumns = computed(() => [
   font-weight: 600;
   font-size: 13px;
   border-bottom: 1px solid #e2e8f0;
-  padding: 16px 24px;
+  padding: 12px 16px;
 }
 
 :deep(.modern-table .ant-table-tbody > tr > td) {
-  padding: 16px 24px;
+  padding: 12px 16px;
   border-bottom: 1px solid #f1f5f9;
   vertical-align: middle;
   transition: background-color 0.2s ease;
@@ -2428,10 +2412,10 @@ const contentCitationColumns = computed(() => [
   font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, monospace;
   color: #0ea5e9;
   font-weight: 700;
-  font-size: 14px;
+  font-size: 13px;
   background: #f0f9ff;
-  padding: 4px 10px;
+  padding: 3px 8px;
-  border-radius: 8px;
+  border-radius: 6px;
   border: 1px solid #e0f2fe;
 }
 
@@ -2547,9 +2531,29 @@ const contentCitationColumns = computed(() => [
   color: #b91c1c;
 }
 
-@media (max-width: 1080px) {
+@media (max-width: 1400px) {
+  .tracking-question-grid {
+    grid-template-columns: minmax(0, 1.25fr) minmax(0, 1fr);
+    grid-auto-rows: calc(100vh - 300px);
+    min-height: 500px;
+    max-height: 650px;
+    gap: 16px;
+  }
+}
+
+@media (max-width: 1200px) {
   .tracking-question-grid {
     grid-template-columns: 1fr;
+    grid-auto-rows: auto;
+    gap: 16px;
+  }
+
+  .tracking-question-card {
+    height: 550px;
+  }
+
+  .tracking-question-card--span-2 {
+    grid-column: auto;
   }
 
   .tracking-task-debug-grid,
@@ -2564,11 +2568,12 @@ const contentCitationColumns = computed(() => [
   }
 
   .tracking-question-page__copy h1 {
-    font-size: 26px;
+    font-size: 22px;
   }
 
   .tracking-question-card {
     padding: 22px 18px;
+    height: auto;
   }
 
   .tracking-question-card__header--split,

apps/admin-web/src/views/TrackingView.vue

@@ -771,7 +771,7 @@ function openQuestion(question: MonitoringHotQuestion): void {
 }
 
 function openCitedArticle(item: MonitoringCitedArticle): void {
-  if (item.source_type === 'manual_mark') {
+  if (item.source_type === 'manual_mark' || item.source_type === 'media_supply_order_item') {
     openExternalURL(item.source_url)
     return
   }
@@ -1067,12 +1067,16 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
                 v-if="formatDelta(card.value, card.previous)"
                 :class="[
                   'metric-card__delta',
-                  (card.value ?? 0) >= (card.previous ?? 0)
+                  (card.value ?? 0) > (card.previous ?? 0)
                     ? 'metric-card__delta--up'
-                    : 'metric-card__delta--down',
+                    : (card.value ?? 0) < (card.previous ?? 0)
+                      ? 'metric-card__delta--down'
+                      : 'metric-card__delta--flat',
                 ]"
               >
-                {{ formatDelta(card.value, card.previous) }}
+                <span v-if="(card.value ?? 0) > (card.previous ?? 0)" class="trend-arrow">↑</span>
+                <span v-else-if="(card.value ?? 0) < (card.previous ?? 0)" class="trend-arrow">↓</span>
+                {{ (formatDelta(card.value, card.previous) ?? '').replace(/[+-]/, '') }}
               </span>
             </div>
           </article>
@@ -1133,10 +1137,6 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
       <div class="tracking-panel__header">
         <div>
           <h3 class="panel-title">AI 平台状态</h3>
-          <span class="tracking-panel__helper">
-            只读展示 desktop-client
-            的绑定、授权和当前采样状态。授权入口放在桌面端，抓取过程静默执行。
-          </span>
         </div>
       </div>
 
@@ -1145,6 +1145,7 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
           v-for="platform in aiPlatformStatusCards"
           :key="platform.id"
           class="ai-platform-status-card"
+          :style="{ '--platform-accent': platform.accent }"
         >
           <div class="ai-platform-status-card__head">
             <div class="ai-platform-status-card__identity">
@@ -1354,7 +1355,6 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
         <div class="tracking-panel__header tracking-panel__header--list">
           <div class="tracking-panel__header-left">
             <h3 class="panel-title">{{ t('tracking.hotQuestionsTitle') }}</h3>
-            <span class="tracking-panel__helper">{{ t('tracking.hotQuestionsHint') }}</span>
           </div>
           <a-input
             v-model:value="hotQuestionSearch"
@@ -1460,6 +1460,8 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
                   {{
                     item.source_type === 'manual_mark'
                       ? t('tracking.manualMarkedArticle')
+                      : item.source_type === 'media_supply_order_item'
+                        ? t('tracking.mediaSupplySubmissionCitation')
                       : item.publish_platform
                   }}
                 </span>
@@ -1594,8 +1596,16 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
   gap: 14px;
   padding: 16px;
   border-radius: 16px;
-  border: 1px solid #e6edf5;
+  border: 1px solid #e2e8f0;
-  background: linear-gradient(180deg, #ffffff 0%, #fbfdff 100%);
+  background: #ffffff;
+  transition: all 0.25s cubic-bezier(0.4, 0, 0.2, 1);
+  box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.02);
+}
+
+.ai-platform-status-card:hover {
+  border-color: var(--platform-accent) !important;
+  box-shadow: 0 10px 20px -8px var(--platform-accent);
+  transform: translateY(-2px);
 }
 
 .ai-platform-status-card__head {
@@ -1613,27 +1623,28 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
 
 .ai-platform-status-card__identity strong {
   display: block;
-  color: #111827;
+  color: #0f172a;
-  font-size: 16px;
+  font-size: 15px;
+  font-weight: 600;
   line-height: 1.2;
 }
 
 .ai-platform-status-card__identity p {
-  margin: 6px 0 0;
+  margin: 4px 0 0;
-  color: #667085;
+  color: #64748b;
   line-height: 1.5;
   font-size: 12px;
 }
 
 .ai-platform-status-card__badge {
-  width: 42px;
+  width: 36px;
-  height: 42px;
+  height: 36px;
   display: inline-flex;
   align-items: center;
   justify-content: center;
-  border-radius: 14px;
+  border-radius: 10px;
   border: 1px solid transparent;
-  font-size: 16px;
+  font-size: 14px;
   font-weight: 700;
   flex-shrink: 0;
 }
@@ -1649,18 +1660,19 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
   justify-content: space-between;
   gap: 16px;
   align-items: center;
-  padding: 10px 12px;
+  padding: 8px 12px;
-  border-radius: 12px;
+  border-radius: 8px;
   background: #f8fafc;
+  border: 1px solid #f1f5f9;
 }
 
 .ai-platform-status-card__row span {
-  color: #667085;
+  color: #64748b;
   font-size: 12px;
 }
 
 .ai-platform-status-card__row strong {
-  color: #111827;
+  color: #0f172a;
   font-size: 13px;
   text-align: right;
   word-break: break-all;
@@ -1699,9 +1711,11 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
   font-size: 13px;
 }
 
-.tracking-panel {
+:deep(.tracking-panel.ant-card) {
-  border-radius: 12px;
+  border-radius: 16px;
   background: #ffffff;
+  border: 1px solid rgba(226, 232, 240, 0.8) !important;
+  box-shadow: 0 4px 6px -1px rgba(0, 0, 0, 0.02), 0 10px 15px -3px rgba(0, 0, 0, 0.03), 0 0 0 1px rgba(0, 0, 0, 0.01);
 }
 
 .tracking-panel--citation {
@@ -1718,6 +1732,8 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
   justify-content: space-between;
   gap: 16px;
   margin-bottom: 20px;
+  border-bottom: 1px solid #f1f5f9;
+  padding-bottom: 14px;
 }
 
 .tracking-panel__header-left {
@@ -1731,9 +1747,9 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
 
 .panel-title {
   margin: 0;
-  font-size: 17px;
+  font-size: 16px;
-  font-weight: 700;
+  font-weight: 600;
-  color: #111827;
+  color: #0f172a;
   display: flex;
   align-items: center;
 }
@@ -1743,9 +1759,9 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
   display: inline-block;
   width: 4px;
   height: 16px;
-  background: linear-gradient(180deg, #3b82f6 0%, #1d4ed8 100%);
+  background: #2563eb;
-  border-radius: 4px;
+  border-radius: 2px;
-  margin-right: 10px;
+  margin-right: 8px;
 }
 
 .tracking-panel__description {
@@ -1818,43 +1834,69 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
 }
 
 .metric-card {
-  background: #f7f9fc;
+  background: #ffffff;
-  border: 1px solid #f0f3fa;
+  border: 1px solid #e2e8f0;
   border-radius: 12px;
-  padding: 16px;
+  padding: 20px;
+  transition: all 0.2s cubic-bezier(0.4, 0, 0.2, 1);
+  box-shadow: 0 1px 2px 0 rgba(0, 0, 0, 0.02);
+}
+
+.metric-card:hover {
+  border-color: #3b82f6;
+  transform: translateY(-2px);
+  box-shadow: 0 10px 15px -3px rgba(59, 130, 246, 0.05), 0 4px 6px -2px rgba(59, 130, 246, 0.02);
 }
 
 .metric-card__label {
   margin: 0;
-  color: #8c8c8c;
+  color: #64748b;
   font-size: 13px;
+  font-weight: 500;
 }
 
 .metric-card__value-row {
   display: flex;
-  align-items: baseline;
+  align-items: center;
   justify-content: space-between;
   gap: 12px;
-  margin-top: 10px;
+  margin-top: 12px;
 }
 
 .metric-card__value-row strong {
-  font-size: 24px;
+  font-size: 28px;
-  font-weight: 800;
+  font-weight: 700;
-  color: #141414;
+  color: #0f172a;
+  font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, monospace;
 }
 
 .metric-card__delta {
-  font-size: 13px;
+  font-size: 12px;
-  font-weight: 700;
+  font-weight: 600;
+  padding: 4px 8px;
+  border-radius: 6px;
+  display: inline-flex;
+  align-items: center;
+  gap: 2px;
+  font-family: ui-monospace, SFMono-Regular, Menlo, Monaco, Consolas, monospace;
 }
 
 .metric-card__delta--up {
-  color: #15803d;
+  color: #16a34a;
+  background: #f0fdf4;
+  border: 1px solid #bbf7d0;
 }
 
 .metric-card__delta--down {
   color: #dc2626;
+  background: #fef2f2;
+  border: 1px solid #fecaca;
+}
+
+.metric-card__delta--flat {
+  color: #475569;
+  background: #f1f5f9;
+  border: 1px solid #e2e8f0;
 }
 
 .platform-table,
@@ -1876,19 +1918,27 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
 
 .platform-table__head,
 .citation-table__head {
-  background: #fafafa;
+  background: #f8fafc;
-  color: #8c8c8c;
+  color: #64748b;
-  font-weight: 500;
+  font-weight: 600;
-  font-size: 13px;
+  font-size: 12px;
-  padding: 12px 16px;
+  padding: 10px 16px;
-  border-bottom: 1px solid #f0f0f0;
+  border-bottom: 1px solid #e2e8f0;
+  text-transform: uppercase;
+  letter-spacing: 0.05em;
 }
 
 .platform-table__row,
 .citation-table__row {
-  padding: 16px;
+  padding: 12px 16px;
-  border-bottom: 1px solid #f9f9f9;
+  border-bottom: 1px solid #f1f5f9;
   background: #ffffff;
+  transition: background-color 0.2s ease;
+}
+
+.platform-table__row:hover,
+.citation-table__row:hover {
+  background: #f8fafc;
 }
 
 .platform-table__row:last-child,
@@ -2043,7 +2093,7 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
   border-radius: 12px;
   border: 1px solid #f0f3fa;
   background: #ffffff;
-  overflow: hidden;
+  overflow-x: auto;
 }
 
 .citation-ranking-sheet__head,
@@ -2475,19 +2525,51 @@ function disableTrackingDate(current: dayjs.Dayjs): boolean {
   font-size: 12px;
 }
 
-@media (max-width: 1080px) {
+@media (max-width: 1400px) {
+  .citation-ranking-layout {
+    grid-template-columns: minmax(0, 1fr);
+    gap: 24px;
+  }
+
+  .citation-ranking-visual {
+    flex-direction: row;
+    gap: 32px;
+    justify-content: center;
+    width: 100%;
+  }
+
+  .citation-ranking-legend {
+    flex-direction: column;
+    align-items: flex-start;
+    justify-content: center;
+  }
+}
+
+@media (max-width: 1200px) {
   .tracking-grid--top,
-  .tracking-grid--middle,
+  .tracking-grid--middle {
+    grid-template-columns: minmax(0, 1fr);
+    gap: 16px;
+  }
+
+  .citation-ranking-visual {
+    flex-direction: column;
+    gap: 20px;
+  }
+
+  .citation-ranking-legend {
+    flex-direction: row;
+    align-items: center;
+  }
+}
+
+@media (max-width: 1080px) {
   .tracking-grid--bottom,
   .detail-grid,
   .detail-grid--bottom {
     grid-template-columns: minmax(0, 1fr);
   }
 
-  .citation-ranking-layout {
-    grid-template-columns: minmax(0, 1fr);
-  }
-
   .citation-ranking-visual {
     min-height: auto;
     padding: 0;

docs/ppt/省心推-用户介绍资料.md

@@ -1,17 +0,0 @@
-# 跨境电商专项会议核心汇报
-本次会议完成团队标准化流程梳理、主流平台实操复盘及行业专家合作模式洽谈，核心成果与待决策事项如下：
-
-## 一、团队体系梳理成果
-1. **搭建3岗业务闭环**：明确厂家对接、平台对接、双向统筹三大核心岗位，覆盖供应链到平台运营全链路，打通两端信息壁垒，保障业务高效协同。
-2. **划定四大业务板块**：锁定前端运营、客服服务、资金核算、货品对接核心模块，全面覆盖店铺日常运营场景。
-
-## 二、平台实操经验沉淀
-重点复盘Temu、希音两大跨境平台上货全流程，梳理形成平台上架规则、产品适配标准及流程优化方向，为后续精细化运营提供落地支撑。
-
-## 三、专家合作方案（待决策）
-已与行业资深专家初步沟通两类合作模式，**报价均有协商空间，洽谈可兼顾性价比与合作诚意**：
-- **全职顾问模式**：月薪报价20000元，每周在岗2-3天，提供全流程落地指导、实操答疑、运营优化帮扶
-- **轻量咨询模式**：包月报价5000元，线上按需响应，提供业务流程梳理、运营方案输出、团队标准化搭建指导
-
-## 后续建议
-可结合团队当前运营阶段与预算选定适配模式：若需快速跑通业务、手把手带教团队，可优先推进全职顾问模式洽谈；若仅需方向把控与阶段性问题指导，可选择轻量咨询模式，加速团队标准化落地与业务起量。

server/cmd/tenant-api/main.go

@@ -46,7 +46,9 @@ func main() {
 	if mediaSupplyService == nil {
 		mediaSupplyService = tenantapp.NewMediaSupplyService(app.DB, app.Redis, app.Logger, app.ConfigStore).WithObjectStorage(app.ObjectStorage)
 	}
-	tenantapp.NewMediaSupplyWorker(mediaSupplyService, app.DB, app.Logger).Start(workerCtx)
+	tenantapp.NewMediaSupplyWorker(mediaSupplyService, app.DB, app.Logger).
+		WithMonitoringPool(app.MonitoringDB).
+		Start(workerCtx)
 	knowledgeCleanupService := tenantapp.NewKnowledgeService(
 		app.DB,
 		app.RetrievalProvider,

server/internal/tenant/app/media_supply_worker.go

@@ -17,9 +17,10 @@ import (
 )
 
 type MediaSupplyWorker struct {
-	service *MediaSupplyService
+	service        *MediaSupplyService
-	pool    *pgxpool.Pool
+	pool           *pgxpool.Pool
-	logger  *zap.Logger
+	monitoringPool *pgxpool.Pool
+	logger         *zap.Logger
 }
 
 type mediaSupplySyncJob struct {
@@ -59,6 +60,13 @@ func NewMediaSupplyWorker(service *MediaSupplyService, pool *pgxpool.Pool, logge
 	return &MediaSupplyWorker{service: service, pool: pool, logger: logger}
 }
 
+func (w *MediaSupplyWorker) WithMonitoringPool(monitoringPool *pgxpool.Pool) *MediaSupplyWorker {
+	if w != nil {
+		w.monitoringPool = monitoringPool
+	}
+	return w
+}
+
 func (w *MediaSupplyWorker) Start(ctx context.Context) {
 	if w == nil || w.service == nil || w.pool == nil {
 		return
@@ -917,7 +925,165 @@ func (w *MediaSupplyWorker) updateOrderBacklinks(ctx context.Context, order medi
 	`, order.ID, "published", remaining, firstMatchedMeijiequanOrderCode(matches), firstMatchedMeijiequanOrderID(matches)); err != nil {
 		return 0, err
 	}
-	return updatedLinks, tx.Commit(ctx)
+	if err := tx.Commit(ctx); err != nil {
+		return 0, err
+	}
+	w.refreshMonitoringAttributionForMediaSupplyBacklinks(ctx, order.ID)
+	return updatedLinks, nil
+}
+
+func (w *MediaSupplyWorker) refreshMonitoringAttributionForMediaSupplyBacklinks(ctx context.Context, orderID int64) {
+	if w == nil || w.monitoringPool == nil || w.pool == nil || orderID <= 0 {
+		return
+	}
+
+	rows, err := w.pool.Query(ctx, `
+		SELECT
+			o.tenant_id,
+			i.id,
+			i.external_article_url
+		FROM media_supply_order_items i
+		JOIN media_supply_orders o ON o.id = i.order_id
+		WHERE o.id = $1
+		  AND o.deleted_at IS NULL
+		  AND NULLIF(TRIM(COALESCE(i.external_article_url, '')), '') IS NOT NULL
+	`, orderID)
+	if err != nil {
+		w.logWarn("media supply monitoring attribution backlink lookup failed", zap.Int64("order_id", orderID), zap.Error(err))
+		return
+	}
+	defer rows.Close()
+
+	type backlinkSource struct {
+		tenantID int64
+		itemID   int64
+		url      string
+	}
+	sources := make([]backlinkSource, 0)
+	for rows.Next() {
+		var source backlinkSource
+		if scanErr := rows.Scan(&source.tenantID, &source.itemID, &source.url); scanErr != nil {
+			w.logWarn("media supply monitoring attribution backlink scan failed", zap.Int64("order_id", orderID), zap.Error(scanErr))
+			return
+		}
+		source.url = strings.TrimSpace(source.url)
+		if source.tenantID <= 0 || source.itemID <= 0 || source.url == "" {
+			continue
+		}
+		sources = append(sources, source)
+	}
+	if err := rows.Err(); err != nil {
+		w.logWarn("media supply monitoring attribution backlink iterate failed", zap.Int64("order_id", orderID), zap.Error(err))
+		return
+	}
+
+	for _, source := range sources {
+		if _, err := w.refreshMonitoringAttributionForMediaSupplyBacklink(ctx, source.tenantID, source.itemID, source.url); err != nil {
+			w.logWarn(
+				"media supply monitoring attribution refresh failed",
+				zap.Int64("tenant_id", source.tenantID),
+				zap.Int64("order_id", orderID),
+				zap.Int64("item_id", source.itemID),
+				zap.Error(err),
+			)
+		}
+	}
+}
+
+func (w *MediaSupplyWorker) refreshMonitoringAttributionForMediaSupplyBacklink(ctx context.Context, tenantID, itemID int64, rawURL string) (int64, error) {
+	matchKeys := monitoringCitationCandidateKeys(rawURL, normalizeCitationURL(rawURL))
+	if len(matchKeys) == 0 {
+		return 0, nil
+	}
+
+	normalizedURL := normalizeCitationURL(rawURL)
+	host, registrableDomain, _, _ := deriveCitationURLParts(rawURL, normalizedURL)
+	candidateURLs := uniqueTrimmedStrings(rawURL, normalizedURL)
+	rows, err := w.monitoringPool.Query(ctx, `
+		SELECT id, cited_url, normalized_url
+		FROM monitoring_citation_facts
+		WHERE tenant_id = $1
+		  AND (
+		    (content_source_type IS NULL AND content_source_id IS NULL)
+		    OR content_source_type = ANY($5::text[])
+		  )
+		  AND (
+		    cited_url = ANY($2::text[])
+		    OR normalized_url = ANY($2::text[])
+		    OR NULLIF(LOWER(TRIM(host)), '') = NULLIF($3, '')
+		    OR NULLIF(LOWER(TRIM(registrable_domain)), '') = NULLIF($4, '')
+		    OR NULLIF(LOWER(TRIM(site_key)), '') = NULLIF($4, '')
+		  )
+	`, tenantID, candidateURLs, strings.ToLower(strings.TrimSpace(host)), strings.ToLower(strings.TrimSpace(registrableDomain)), []string{
+		monitoringContentSourcePublishedArticle,
+		monitoringContentSourceManualMark,
+	})
+	if err != nil {
+		return 0, err
+	}
+	defer rows.Close()
+
+	matchKeySet := make(map[string]struct{}, len(matchKeys))
+	for _, key := range matchKeys {
+		matchKeySet[strings.TrimSpace(key)] = struct{}{}
+	}
+	matchedIDs := make([]int64, 0)
+	for rows.Next() {
+		var id int64
+		var citedURL string
+		var factNormalizedURL string
+		if scanErr := rows.Scan(&id, &citedURL, &factNormalizedURL); scanErr != nil {
+			return 0, scanErr
+		}
+		for _, factKey := range monitoringCitationCandidateKeys(citedURL, factNormalizedURL) {
+			if _, ok := matchKeySet[strings.TrimSpace(factKey)]; ok {
+				matchedIDs = append(matchedIDs, id)
+				break
+			}
+		}
+	}
+	if err := rows.Err(); err != nil {
+		return 0, err
+	}
+	if len(matchedIDs) == 0 {
+		return 0, nil
+	}
+
+	tag, err := w.monitoringPool.Exec(ctx, `
+		UPDATE monitoring_citation_facts
+		SET content_source_type = $3,
+		    content_source_id = $2
+		WHERE tenant_id = $1
+		  AND id = ANY($4::bigint[])
+		  AND (
+		    (content_source_type IS NULL AND content_source_id IS NULL)
+		    OR content_source_type = ANY($5::text[])
+		  )
+	`, tenantID, itemID, monitoringContentSourceMediaSupplyOrderItem, matchedIDs, []string{
+		monitoringContentSourcePublishedArticle,
+		monitoringContentSourceManualMark,
+	})
+	if err != nil {
+		return 0, err
+	}
+	return tag.RowsAffected(), nil
+}
+
+func uniqueTrimmedStrings(values ...string) []string {
+	result := make([]string, 0, len(values))
+	seen := make(map[string]struct{}, len(values))
+	for _, value := range values {
+		trimmed := strings.TrimSpace(value)
+		if trimmed == "" {
+			continue
+		}
+		if _, exists := seen[trimmed]; exists {
+			continue
+		}
+		seen[trimmed] = struct{}{}
+		result = append(result, trimmed)
+	}
+	return result
 }
 
 func (w *MediaSupplyWorker) claimSyncJob(ctx context.Context) (*mediaSupplySyncJob, bool, error) {

server/internal/tenant/app/monitoring_callback_service.go

@@ -2819,10 +2819,10 @@ func (s *MonitoringCallbackService) loadAliasResolutions(ctx context.Context, tx
 				normalized_url,
 				article_id,
 				publish_record_id,
-					'published_article' AS source_type,
+				'published_article' AS source_type,
-					article_id AS source_id,
+				article_id AS source_id,
-					1 AS source_priority,
+				2 AS source_priority,
-					registrable_domain,
+				registrable_domain,
 				site_key,
 				host,
 				last_path_segment,
@@ -2837,10 +2837,10 @@ func (s *MonitoringCallbackService) loadAliasResolutions(ctx context.Context, tx
 				normalized_url,
 				NULL AS article_id,
 				NULL AS publish_record_id,
-					'manual_mark' AS source_type,
+				'manual_mark' AS source_type,
-					id AS source_id,
+				id AS source_id,
-					2 AS source_priority,
+				3 AS source_priority,
-					registrable_domain,
+				registrable_domain,
 				site_key,
 				host,
 				last_path_segment,
@@ -2855,10 +2855,10 @@ func (s *MonitoringCallbackService) loadAliasResolutions(ctx context.Context, tx
 			normalized_url,
 			article_id,
 			publish_record_id,
-				source_type,
+			source_type,
-				source_id,
+			source_id,
-				source_priority,
+			source_priority,
-				registrable_domain,
+			registrable_domain,
 			site_key,
 			host,
 			last_path_segment,
@@ -2916,6 +2916,36 @@ func (s *MonitoringCallbackService) loadAliasResolutions(ctx context.Context, tx
 		return nil, response.ErrInternal(50041, "alias_scan_failed", "failed to iterate article aliases")
 	}
 
+	mediaAliases, err := loadMonitoringMediaSupplyPublishedAliases(ctx, s.businessPool, tenantID)
+	if err != nil {
+		return nil, err
+	}
+	for _, alias := range mediaAliases {
+		candidate := monitoringAliasCandidate{
+			NormalizedURL:  alias.NormalizedURL,
+			SourceType:     strings.TrimSpace(alias.SourceType),
+			SourcePriority: alias.SourcePriority,
+			TitleKey:       normalizeMonitoringAliasTitle(alias.ArticleTitle),
+			MatchKeys:      monitoringCitationCandidateKeys(alias.OriginalURL, alias.NormalizedURL),
+		}
+		if alias.ArticleID > 0 {
+			value := alias.ArticleID
+			candidate.ArticleID = &value
+		}
+		if alias.SourceID > 0 {
+			value := alias.SourceID
+			candidate.SourceID = &value
+		}
+		if lastPathSegment := monitoringAliasLastPathSegment(alias.NormalizedURL); lastPathSegment != nil {
+			candidate.LastPathSegment = strings.TrimSpace(*lastPathSegment)
+		}
+		host, registrableDomain, _, _ := deriveCitationURLParts(alias.OriginalURL, alias.NormalizedURL)
+		candidate.Host = strings.ToLower(strings.TrimSpace(host))
+		candidate.RegistrableDomain = strings.ToLower(strings.TrimSpace(registrableDomain))
+		candidate.SiteKey = candidate.RegistrableDomain
+		candidates = append(candidates, candidate)
+	}
+
 	for _, input := range lookupInputs {
 		bestScore := -1
 		bestAmbiguous := false

server/internal/tenant/app/monitoring_callback_service_test.go

@@ -583,6 +583,38 @@ func TestBuildMonitoringCitationFactResolvesContentForQwen(t *testing.T) {
 	}
 }
 
+func TestBuildMonitoringCitationFactResolvesMediaSupplyContentSource(t *testing.T) {
+	aliasArticleID := int64(42)
+	sourceID := int64(9001)
+	normalizedURL := "https://example.com/submitted/article"
+	input := MonitoringSourceItem{
+		URL:           "https://example.com/submitted/article?utm_source=chat",
+		NormalizedURL: &normalizedURL,
+	}
+	aliasMap := map[string]monitoringAliasResolution{
+		normalizedURL: {
+			ArticleID:        &aliasArticleID,
+			NormalizedURLKey: normalizedURL,
+			SourceType:       monitoringContentSourceMediaSupplyOrderItem,
+			SourceID:         &sourceID,
+		},
+	}
+
+	fact, ok := buildMonitoringCitationFact(input, aliasMap, true)
+	if !ok {
+		t.Fatal("buildMonitoringCitationFact() returned !ok")
+	}
+	if fact.ArticleID == nil || *fact.ArticleID != aliasArticleID {
+		t.Fatalf("ArticleID = %v, want %d", fact.ArticleID, aliasArticleID)
+	}
+	if fact.ContentSourceType == nil || *fact.ContentSourceType != monitoringContentSourceMediaSupplyOrderItem {
+		t.Fatalf("ContentSourceType = %v, want %q", fact.ContentSourceType, monitoringContentSourceMediaSupplyOrderItem)
+	}
+	if fact.ContentSourceID == nil || *fact.ContentSourceID != sourceID {
+		t.Fatalf("ContentSourceID = %v, want %d", fact.ContentSourceID, sourceID)
+	}
+}
+
 func TestScoreMonitoringAliasCandidateUsesCanonicalArticleKey(t *testing.T) {
 	input := monitoringAliasLookupInput{
 		NormalizedURL: "https://m.163.com/dy/article/KRPRE8DJ0556MCR0.html",
@@ -613,6 +645,70 @@ func TestScoreMonitoringAliasCandidateRejectsSameDomainDifferentArticle(t *testi
 	}
 }
 
+func TestMonitoringPublishedAliasIndexMatchesMediaSupplySubmission(t *testing.T) {
+	index := make(monitoringPublishedAliasIndex)
+	sourceID := int64(9001)
+	mediaAlias := monitoringPublishedAlias{
+		ArticleID:       42,
+		ArticleTitle:    "投稿文章",
+		PublishPlatform: monitoringMediaSupplySubmissionCitationLabel,
+		OriginalURL:     "https://m.example.com/submitted/article?id=123&utm_source=chat",
+		NormalizedURL:   "https://www.example.com/submitted/article?id=123",
+		SourceType:      monitoringContentSourceMediaSupplyOrderItem,
+		SourceID:        sourceID,
+		SourcePriority:  1,
+	}
+
+	addMonitoringPublishedAliasToIndex(index, mediaAlias)
+
+	match, ok := index.Match(
+		"https://www.example.com/submitted/article?id=123&utm_medium=ai",
+		"https://www.example.com/submitted/article?id=123",
+	)
+	if !ok {
+		t.Fatal("Match() = false, want media supply alias match")
+	}
+	if match.SourceType != monitoringContentSourceMediaSupplyOrderItem {
+		t.Fatalf("SourceType = %q, want %q", match.SourceType, monitoringContentSourceMediaSupplyOrderItem)
+	}
+	if match.SourceID != sourceID {
+		t.Fatalf("SourceID = %d, want %d", match.SourceID, sourceID)
+	}
+}
+
+func TestMonitoringPublishedAliasIndexPrefersMediaSupplySubmission(t *testing.T) {
+	index := make(monitoringPublishedAliasIndex)
+	normalizedURL := "https://www.example.com/submitted/article?id=123"
+
+	addMonitoringPublishedAliasToIndex(index, monitoringPublishedAlias{
+		ArticleID:      42,
+		OriginalURL:    normalizedURL,
+		NormalizedURL:  normalizedURL,
+		SourceType:     monitoringContentSourcePublishedArticle,
+		SourceID:       42,
+		SourcePriority: 2,
+	})
+	addMonitoringPublishedAliasToIndex(index, monitoringPublishedAlias{
+		ArticleID:      42,
+		OriginalURL:    normalizedURL,
+		NormalizedURL:  normalizedURL,
+		SourceType:     monitoringContentSourceMediaSupplyOrderItem,
+		SourceID:       9001,
+		SourcePriority: 1,
+	})
+
+	match, ok := index.Match(normalizedURL, normalizedURL)
+	if !ok {
+		t.Fatal("Match() = false, want media supply alias match")
+	}
+	if match.SourceType != monitoringContentSourceMediaSupplyOrderItem {
+		t.Fatalf("SourceType = %q, want %q", match.SourceType, monitoringContentSourceMediaSupplyOrderItem)
+	}
+	if match.SourceID != 9001 {
+		t.Fatalf("SourceID = %d, want 9001", match.SourceID)
+	}
+}
+
 func TestBuildMonitoringRawPayloadDeepSeekIncludesSearchResultsInCitationInputs(t *testing.T) {
 	searchTitle := "搜索网页结果"
 

server/internal/tenant/app/monitoring_citation_match.go

@@ -32,7 +32,78 @@ type monitoringAliasQuerier interface {
 	Query(ctx context.Context, sql string, args ...interface{}) (pgx.Rows, error)
 }
 
-func loadMonitoringPublishedAliasIndex(ctx context.Context, q monitoringAliasQuerier, tenantID int64) (monitoringPublishedAliasIndex, error) {
+const (
+	monitoringContentSourcePublishedArticle      = "published_article"
+	monitoringContentSourceManualMark            = "manual_mark"
+	monitoringContentSourceMediaSupplyOrderItem  = "media_supply_order_item"
+	monitoringMediaSupplySubmissionCitationLabel = "投稿引用"
+)
+
+func loadMonitoringMediaSupplyPublishedAliases(ctx context.Context, q monitoringAliasQuerier, tenantID int64) ([]monitoringPublishedAlias, error) {
+	if q == nil {
+		return nil, nil
+	}
+
+	rows, err := q.Query(ctx, `
+		SELECT
+			o.article_id,
+			i.id,
+			COALESCE(NULLIF(o.title, ''), NULLIF(i.resource_name_snapshot, ''), '未命名文章') AS article_title,
+			COALESCE(NULLIF(i.resource_name_snapshot, ''), $2) AS publish_platform,
+			i.external_article_url
+		FROM media_supply_order_items i
+		JOIN media_supply_orders o ON o.id = i.order_id
+		WHERE o.tenant_id = $1
+		  AND o.deleted_at IS NULL
+		  AND NULLIF(TRIM(COALESCE(i.external_article_url, '')), '') IS NOT NULL
+		ORDER BY i.updated_at DESC, i.id DESC
+	`, tenantID, monitoringMediaSupplySubmissionCitationLabel)
+	if err != nil {
+		return nil, responseInternalAliasLookupError()
+	}
+	defer rows.Close()
+
+	items := make([]monitoringPublishedAlias, 0)
+	for rows.Next() {
+		var articleID sql.NullInt64
+		var itemID int64
+		var articleTitle string
+		var publishPlatform string
+		var originalURL string
+		if scanErr := rows.Scan(
+			&articleID,
+			&itemID,
+			&articleTitle,
+			&publishPlatform,
+			&originalURL,
+		); scanErr != nil {
+			return nil, responseInternalAliasScanError()
+		}
+		normalizedURL := normalizeCitationURL(originalURL)
+		if normalizedURL == "" {
+			continue
+		}
+		item := monitoringPublishedAlias{
+			ArticleTitle:    articleTitle,
+			PublishPlatform: publishPlatform,
+			OriginalURL:     strings.TrimSpace(originalURL),
+			NormalizedURL:   normalizedURL,
+			SourceType:      monitoringContentSourceMediaSupplyOrderItem,
+			SourceID:        itemID,
+			SourcePriority:  1,
+		}
+		if articleID.Valid {
+			item.ArticleID = articleID.Int64
+		}
+		items = append(items, item)
+	}
+	if err := rows.Err(); err != nil {
+		return nil, responseInternalAliasScanError()
+	}
+	return items, nil
+}
+
+func loadMonitoringPublishedAliasIndex(ctx context.Context, q monitoringAliasQuerier, businessQ monitoringAliasQuerier, tenantID int64) (monitoringPublishedAliasIndex, error) {
 	rows, err := q.Query(ctx, `
 		WITH alias_sources AS (
 			SELECT
@@ -42,11 +113,11 @@ func loadMonitoringPublishedAliasIndex(ctx context.Context, q monitoringAliasQue
 				COALESCE(publish_platform_name_snapshot, '已发布内容') AS publish_platform,
 				original_url,
 				normalized_url,
-					'published_article' AS source_type,
+				'published_article' AS source_type,
-					article_id AS source_id,
+				article_id AS source_id,
-					1 AS source_priority,
+				2 AS source_priority,
-					updated_at AS sort_updated_at,
+				updated_at AS sort_updated_at,
-					id AS sort_id
+				id AS sort_id
 			FROM monitoring_article_url_aliases
 			WHERE tenant_id = $1
 			  AND confidence = 'high'
@@ -58,11 +129,11 @@ func loadMonitoringPublishedAliasIndex(ctx context.Context, q monitoringAliasQue
 				COALESCE(NULLIF(publish_platform, ''), '外部文章') AS publish_platform,
 				original_url,
 				normalized_url,
-					'manual_mark' AS source_type,
+				'manual_mark' AS source_type,
-					id AS source_id,
+				id AS source_id,
-					2 AS source_priority,
+				3 AS source_priority,
-					updated_at AS sort_updated_at,
+				updated_at AS sort_updated_at,
-					id AS sort_id
+				id AS sort_id
 			FROM monitoring_user_marked_articles
 			WHERE tenant_id = $1
 			  AND expires_at > NOW()
@@ -74,9 +145,9 @@ func loadMonitoringPublishedAliasIndex(ctx context.Context, q monitoringAliasQue
 			publish_platform,
 			original_url,
 			normalized_url,
-				source_type,
+			source_type,
-				source_id,
+			source_id,
-				source_priority
+			source_priority
 			FROM alias_sources
 			ORDER BY source_priority ASC, sort_updated_at DESC, sort_id DESC
 	`, tenantID)
@@ -111,32 +182,44 @@ func loadMonitoringPublishedAliasIndex(ctx context.Context, q monitoringAliasQue
 		item.PublishRecordID = nullableInt64Value(publishRecordID)
 		item.OriginalURL = originalURL
 		item.NormalizedURL = normalizedURL
-		for _, key := range monitoringCitationCandidateKeys(originalURL, normalizedURL) {
+		addMonitoringPublishedAliasToIndex(index, item)
-			existing, exists := index[key]
-			if exists && existing.SourcePriority < item.SourcePriority {
-				continue
-			}
-			if exists && item.SourcePriority < existing.SourcePriority {
-				index[key] = item
-				continue
-			}
-			if exists && (existing.SourceType != item.SourceType || existing.SourceID != item.SourceID) {
-				existing.Ambiguous = true
-				index[key] = existing
-				continue
-			}
-			if !exists {
-				index[key] = item
-			}
-		}
 	}
 	if err := rows.Err(); err != nil {
 		return nil, responseInternalAliasScanError()
 	}
 
+	mediaAliases, err := loadMonitoringMediaSupplyPublishedAliases(ctx, businessQ, tenantID)
+	if err != nil {
+		return nil, err
+	}
+	for _, item := range mediaAliases {
+		addMonitoringPublishedAliasToIndex(index, item)
+	}
+
 	return index, nil
 }
 
+func addMonitoringPublishedAliasToIndex(index monitoringPublishedAliasIndex, item monitoringPublishedAlias) {
+	for _, key := range monitoringCitationCandidateKeys(item.OriginalURL, item.NormalizedURL) {
+		existing, exists := index[key]
+		if exists && existing.SourcePriority < item.SourcePriority {
+			continue
+		}
+		if exists && item.SourcePriority < existing.SourcePriority {
+			index[key] = item
+			continue
+		}
+		if exists && (existing.SourceType != item.SourceType || existing.SourceID != item.SourceID) {
+			existing.Ambiguous = true
+			index[key] = existing
+			continue
+		}
+		if !exists {
+			index[key] = item
+		}
+	}
+}
+
 func (index monitoringPublishedAliasIndex) Match(rawURL, normalizedURL string) (monitoringPublishedAlias, bool) {
 	for _, key := range monitoringCitationCandidateKeys(rawURL, normalizedURL) {
 		item, ok := index[key]

server/internal/tenant/app/monitoring_service.go

@@ -3733,9 +3733,9 @@ func (s *MonitoringService) loadCitedArticleSourceMeta(ctx context.Context, tena
 	manualIDs := make([]int64, 0, len(sources))
 	for _, source := range sources {
 		switch source.SourceType {
-		case "published_article":
+		case monitoringContentSourcePublishedArticle:
 			publishedIDs = append(publishedIDs, source.SourceID)
-		case "manual_mark":
+		case monitoringContentSourceManualMark:
 			manualIDs = append(manualIDs, source.SourceID)
 		}
 	}
@@ -3766,7 +3766,7 @@ func (s *MonitoringService) loadCitedArticleSourceMeta(ctx context.Context, tena
 			item.ArticleID = &value
 			item.ArticleTitle = repairMonitoringMojibake(item.ArticleTitle)
 			item.PublishPlatform = repairMonitoringMojibake(item.PublishPlatform)
-			item.SourceType = "published_article"
+			item.SourceType = monitoringContentSourcePublishedArticle
 			item.SourceID = articleID
 			result[monitoringContentSourceKey(item.SourceType, item.SourceID)] = item
 		}
@@ -3796,13 +3796,68 @@ func (s *MonitoringService) loadCitedArticleSourceMeta(ctx context.Context, tena
 			}
 			item.ArticleTitle = repairMonitoringMojibake(item.ArticleTitle)
 			item.PublishPlatform = repairMonitoringMojibake(item.PublishPlatform)
-			item.SourceType = "manual_mark"
+			item.SourceType = monitoringContentSourceManualMark
 			result[monitoringContentSourceKey(item.SourceType, item.SourceID)] = item
 		}
 		if err := rows.Err(); err != nil {
 			return nil, response.ErrInternal(50041, "scan_failed", "failed to iterate marked article metadata")
 		}
 	}
+	mediaItems, err := s.loadMediaSupplyCitedArticleSourceMeta(ctx, tenantID, sources)
+	if err != nil {
+		return nil, err
+	}
+	for key, item := range mediaItems {
+		result[key] = item
+	}
+	return result, nil
+}
+
+func (s *MonitoringService) loadMediaSupplyCitedArticleSourceMeta(ctx context.Context, tenantID int64, sources []monitoringCitedArticleSourceRow) (map[string]MonitoringCitedArticle, error) {
+	result := make(map[string]MonitoringCitedArticle)
+	mediaItemIDs := make([]int64, 0, len(sources))
+	for _, source := range sources {
+		if source.SourceType == monitoringContentSourceMediaSupplyOrderItem {
+			mediaItemIDs = append(mediaItemIDs, source.SourceID)
+		}
+	}
+	if len(mediaItemIDs) == 0 {
+		return result, nil
+	}
+
+	rows, err := s.businessPool.Query(ctx, `
+		SELECT
+			i.id,
+			o.article_id,
+			COALESCE(NULLIF(o.title, ''), NULLIF(i.resource_name_snapshot, ''), '未命名文章') AS article_title,
+			COALESCE(NULLIF(i.resource_name_snapshot, ''), $3) AS publish_platform,
+			i.external_article_url
+		FROM media_supply_order_items i
+		JOIN media_supply_orders o ON o.id = i.order_id
+		WHERE o.tenant_id = $1
+		  AND i.id = ANY($2)
+		  AND o.deleted_at IS NULL
+	`, tenantID, mediaItemIDs, monitoringMediaSupplySubmissionCitationLabel)
+	if err != nil {
+		return nil, response.ErrInternal(50041, "query_failed", "failed to load media supply citation metadata")
+	}
+	defer rows.Close()
+
+	for rows.Next() {
+		var item MonitoringCitedArticle
+		var articleID sql.NullInt64
+		if scanErr := rows.Scan(&item.SourceID, &articleID, &item.ArticleTitle, &item.PublishPlatform, &item.SourceURL); scanErr != nil {
+			return nil, response.ErrInternal(50041, "scan_failed", "failed to parse media supply citation metadata")
+		}
+		item.ArticleID = nullableInt64Value(articleID)
+		item.ArticleTitle = repairMonitoringMojibake(item.ArticleTitle)
+		item.PublishPlatform = repairMonitoringMojibake(item.PublishPlatform)
+		item.SourceType = monitoringContentSourceMediaSupplyOrderItem
+		result[monitoringContentSourceKey(item.SourceType, item.SourceID)] = item
+	}
+	if err := rows.Err(); err != nil {
+		return nil, response.ErrInternal(50041, "scan_failed", "failed to iterate media supply citation metadata")
+	}
 	return result, nil
 }
 
@@ -4012,7 +4067,7 @@ func (s *MonitoringService) loadCitationsForRuns(ctx context.Context, tenantID i
 		return result, nil
 	}
 
-	aliasIndex, err := loadMonitoringPublishedAliasIndex(ctx, s.monitoringPool, tenantID)
+	aliasIndex, err := loadMonitoringPublishedAliasIndex(ctx, s.monitoringPool, s.businessPool, tenantID)
 	if err != nil {
 		return nil, err
 	}
@@ -4120,7 +4175,7 @@ func (s *MonitoringService) loadCitationsForRuns(ctx context.Context, tenantID i
 			articleTitle = &title
 			aliasSourceType := strings.TrimSpace(alias.SourceType)
 			if aliasSourceType == "" {
-				aliasSourceType = "published_article"
+				aliasSourceType = monitoringContentSourcePublishedArticle
 			}
 			sourceType = &aliasSourceType
 			aliasSourceID := alias.SourceID