diff --git a/apps/admin-web/package.json b/apps/admin-web/package.json
index 86fda24..5004d93 100644
--- a/apps/admin-web/package.json
+++ b/apps/admin-web/package.json
@@ -5,6 +5,7 @@
   "type": "module",
   "scripts": {
     "dev": "vite",
+    "test": "vitest run",
     "build": "vue-tsc --noEmit && vite build",
     "build:analyze": "vue-tsc --noEmit && ANALYZE=true vite build",
     "preview": "vite preview",
@@ -43,6 +44,7 @@
     "typescript": "^5.9.3",
     "vite": "^7.3.2",
     "vite-plugin-compression2": "^2.5.3",
+    "vitest": "^4.1.5",
     "vue-tsc": "^3.2.6"
   }
 }
diff --git a/apps/admin-web/src/lib/monitoring-answer-markdown.test.ts b/apps/admin-web/src/lib/monitoring-answer-markdown.test.ts
new file mode 100644
index 0000000..fd8d135
--- /dev/null
+++ b/apps/admin-web/src/lib/monitoring-answer-markdown.test.ts
@@ -0,0 +1,26 @@
+import { describe, expect, it } from 'vitest'
+
+import { normalizeLooseMarkdownLine } from './monitoring-answer-markdown'
+
+describe('normalizeLooseMarkdownLine', () => {
+  it('turns a bold-prefixed model bullet into standard Markdown', () => {
+    expect(normalizeLooseMarkdownLine('**-拾光里家居**：15年本土营')).toBe(
+      '- **拾光里家居**：15年本土营',
+    )
+    expect(normalizeLooseMarkdownLine('  **- 拾光里家居**：15年本土营')).toBe(
+      '  - **拾光里家居**：15年本土营',
+    )
+  })
+
+  it('keeps ordinary bold text unchanged', () => {
+    expect(normalizeLooseMarkdownLine('**本地性价比高**，老板就在跑')).toBe(
+      '**本地性价比高**，老板就在跑',
+    )
+  })
+
+  it('keeps normalizing compact Markdown markers', () => {
+    expect(normalizeLooseMarkdownLine('-拾光里家居')).toBe('- 拾光里家居')
+    expect(normalizeLooseMarkdownLine('2.看封边')).toBe('2. 看封边')
+    expect(normalizeLooseMarkdownLine('##推荐清单')).toBe('## 推荐清单')
+  })
+})
diff --git a/apps/admin-web/src/lib/monitoring-answer-markdown.ts b/apps/admin-web/src/lib/monitoring-answer-markdown.ts
new file mode 100644
index 0000000..2d07098
--- /dev/null
+++ b/apps/admin-web/src/lib/monitoring-answer-markdown.ts
@@ -0,0 +1,18 @@
+export function normalizeLooseMarkdownLine(line: string): string {
+  const headingNormalizedLine = line
+    .replace(/^[\u200b-\u200f\ufeff]+/, '')
+    .replace(/^([ \t]{0,12})(?:\\#|#|#|＃)/i, '$1#')
+  const answerScopedHeading = headingNormalizedLine.replace(
+    /^([ \t]{0,12})#{1,2}(?!#)\s*(?=\S)/,
+    '$1### ',
+  )
+  const modelBulletNormalized = answerScopedHeading.replace(/^(\s*)\*\*-\s*(?=\S)/, '$1- **')
+
+  return modelBulletNormalized
+    .replace(/^([ \t]{0,12})(#{1,6})(?=\S)/, '$1$2 ')
+    .replace(/^([ \t]{0,12}#{1,6}\s+)#{1,6}\s*/, '$1')
+    .replace(/^([ \t]{0,12}#{1,6}\s+\d+[.)、])(?=\S)/, '$1 ')
+    .replace(/^(\s*)([-+])(?=\S)/, '$1$2 ')
+    .replace(/^(\s*)\*(?!\*)(?=\S)/, '$1* ')
+    .replace(/^(\s*)(\d{1,3})([.)])(?=\S)/, '$1$2$3 ')
+}
diff --git a/apps/admin-web/src/views/TrackingQuestionDetailView.vue b/apps/admin-web/src/views/TrackingQuestionDetailView.vue
index e2d90df..e6b31cb 100644
--- a/apps/admin-web/src/views/TrackingQuestionDetailView.vue
+++ b/apps/admin-web/src/views/TrackingQuestionDetailView.vue
@@ -17,6 +17,7 @@ import MarkdownPreview from '@/components/MarkdownPreview.vue'
 import { monitoringApi } from '@/lib/api'
 import { formatDateTime } from '@/lib/display'
 import { formatError } from '@/lib/errors'
+import { normalizeLooseMarkdownLine } from '@/lib/monitoring-answer-markdown'
 import { isMonitoringPlatformId, normalizeMonitoringPlatformId } from '@/lib/monitoring-platforms'
 import { useCompanyStore } from '@/stores/company'
 
@@ -790,23 +791,6 @@ function sanitizeAnswerBody(answerText: string | null | undefined): string | nul
   return sanitized || null
 }
 
-function normalizeLooseMarkdownLine(line: string): string {
-  const headingNormalizedLine = line
-    .replace(/^[\u200b-\u200f\ufeff]+/, '')
-    .replace(/^([ \t]{0,12})(?:\\#|#|#|＃)/i, '$1#')
-  const answerScopedHeading = headingNormalizedLine.replace(
-    /^([ \t]{0,12})#{1,2}(?!#)\s*(?=\S)/,
-    '$1### ',
-  )
-
-  return answerScopedHeading
-    .replace(/^([ \t]{0,12})(#{1,6})(?=\S)/, '$1$2 ')
-    .replace(/^([ \t]{0,12}#{1,6}\s+)#{1,6}\s*/, '$1')
-    .replace(/^([ \t]{0,12}#{1,6}\s+\d+[.)、])(?=\S)/, '$1 ')
-    .replace(/^(\s*)([-*+])(?=\S)/, '$1$2 ')
-    .replace(/^(\s*)(\d{1,3})([.)])(?=\S)/, '$1$2$3 ')
-}
-
 function countMarkdownTablePipes(line: string): number {
   return (line.match(/\|/g) ?? []).length
 }
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index bae640b..91e46bf 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -135,6 +135,9 @@ importers:
       vite-plugin-compression2:
         specifier: ^2.5.3
         version: 2.5.3(rollup@4.60.2)
+      vitest:
+        specifier: ^4.1.5
+        version: 4.1.5(@types/node@24.12.0)(vite@7.3.2(@types/node@24.12.0)(jiti@2.6.1)(lightningcss@1.32.0))
       vue-tsc:
         specifier: ^3.2.6
         version: 3.2.6(typescript@5.9.3)