diff --git a/webui/src/components/form/form.module.css b/webui/src/components/form/form.module.css
index 4e440e9f..30e6a60c 100644
--- a/webui/src/components/form/form.module.css
+++ b/webui/src/components/form/form.module.css
@@ -379,6 +379,9 @@
 }
 
 .optionButton {
+  display: inline-flex;
+  align-items: center;
+  gap: 8px;
   border: 1px solid rgba(255, 255, 255, 0.1);
   border-radius: 999px;
   background: rgba(255, 255, 255, 0.05);
@@ -388,7 +391,7 @@
   font-size: 13px;
   font-weight: 600;
   min-width: 80px;
-  padding: 10px 14px;
+  padding: 8px 16px;
   transition:
     transform 0.18s ease,
     border-color 0.18s ease,
@@ -416,6 +419,51 @@
     0 10px 24px rgba(0, 0, 0, 0.14);
 }
 
+.badge {
+  display: inline-flex;
+  align-items: center;
+  justify-content: center;
+  min-width: 2ch;
+  padding: 1px 7px;
+  border: 1px solid transparent;
+  border-radius: 999px;
+  font-size: 0.74rem;
+  font-weight: 700;
+  line-height: 1.2;
+  white-space: nowrap;
+  vertical-align: middle;
+}
+
+.badgeNeutral {
+  color: rgba(255, 255, 255, 0.45);
+  background: rgba(255, 255, 255, 0.05);
+  border-color: rgba(255, 255, 255, 0.08);
+}
+
+.badgeInfo {
+  color: rgb(var(--accent-light-rgb));
+  background: rgba(var(--accent-rgb), 0.12);
+  border-color: rgba(var(--accent-light-rgb), 0.12);
+}
+
+.badgeSuccess {
+  color: #4ade80;
+  background: rgba(74, 222, 128, 0.12);
+  border-color: rgba(74, 222, 128, 0.12);
+}
+
+.badgeWarning {
+  color: #fbbf24;
+  background: rgba(251, 191, 36, 0.12);
+  border-color: rgba(251, 191, 36, 0.12);
+}
+
+.badgeDanger {
+  color: #f87171;
+  background: rgba(248, 113, 113, 0.12);
+  border-color: rgba(248, 113, 113, 0.12);
+}
+
 .button {
   display: inline-flex;
   align-items: center;
diff --git a/webui/src/components/form/form.test.tsx b/webui/src/components/form/form.test.tsx
index cadef869..7a060555 100644
--- a/webui/src/components/form/form.test.tsx
+++ b/webui/src/components/form/form.test.tsx
@@ -3,6 +3,7 @@ import { useState } from 'react';
 import { describe, expect, it } from 'vitest';
 
 import {
+  Badge,
   Button,
   Checkbox,
   FormActions,
@@ -114,6 +115,8 @@ function FormDemo() {
         />
       </FormField>
 
+      <Badge tone="warning">12</Badge>
+
       <FormError message="Validation failed" />
 
       <FormActions>
@@ -166,6 +169,7 @@ describe('form primitives', () => {
     fireEvent.click(highPriority);
     expect(highPriority).toHaveAttribute('aria-pressed', 'true');
 
+    expect(screen.getByText('12')).toHaveAttribute('data-tone', 'warning');
     expect(screen.getByRole('button', { name: 'Cancel' })).toBeInTheDocument();
     expect(screen.getByRole('button', { name: 'Save' })).toHaveAttribute(
       'data-variant',
diff --git a/webui/src/components/form/form.tsx b/webui/src/components/form/form.tsx
index 789fa55e..11e46227 100644
--- a/webui/src/components/form/form.tsx
+++ b/webui/src/components/form/form.tsx
@@ -261,6 +261,39 @@ export const OptionButton = forwardRef<HTMLButtonElement, OptionButtonProps>(fun
   );
 });
 
+type BaseBadgeProps = ComponentPropsWithoutRef<'span'>;
+
+export type BadgeTone = 'neutral' | 'info' | 'success' | 'warning' | 'danger';
+
+export type BadgeProps = Omit<BaseBadgeProps, 'className'> & {
+  className?: string;
+  tone?: BadgeTone;
+};
+
+export const Badge = forwardRef<HTMLSpanElement, BadgeProps>(function Badge(
+  { className, tone = 'neutral', ...props },
+  ref,
+) {
+  return (
+    <span
+      ref={ref}
+      className={clsx(
+        styles.badge,
+        {
+          [styles.badgeNeutral]: tone === 'neutral',
+          [styles.badgeInfo]: tone === 'info',
+          [styles.badgeSuccess]: tone === 'success',
+          [styles.badgeWarning]: tone === 'warning',
+          [styles.badgeDanger]: tone === 'danger',
+        },
+        className,
+      )}
+      data-tone={tone}
+      {...props}
+    />
+  );
+});
+
 type BaseButtonProps = ComponentPropsWithoutRef<typeof BaseButton>;
 
 export type ButtonProps = Omit<BaseButtonProps, 'className'> & {
diff --git a/webui/src/components/form/index.ts b/webui/src/components/form/index.ts
index f9a268a6..0f6ffb0d 100644
--- a/webui/src/components/form/index.ts
+++ b/webui/src/components/form/index.ts
@@ -1,5 +1,6 @@
 export {
   Button,
+  Badge,
   FormActions,
   FormError,
   FormField,
diff --git a/webui/src/routes/import/-route.test.tsx b/webui/src/routes/import/-route.test.tsx
index 9020992e..79d686c9 100644
--- a/webui/src/routes/import/-route.test.tsx
+++ b/webui/src/routes/import/-route.test.tsx
@@ -301,9 +301,8 @@ describe('import route', () => {
   it('renders auto-import results from route search state', async () => {
     renderImportRoute(['/import/auto?autoFilter=pending']);
 
-    expect(await screen.findByText('1 review')).toBeInTheDocument();
+    expect(await screen.findByRole('button', { name: /^Needs Review\s*1$/ })).toBeInTheDocument();
     expect(screen.getAllByText('Album A').length).toBeGreaterThan(0);
-    expect(screen.getByText('Needs Review')).toBeInTheDocument();
     expect(getFetchUrls().some((url) => url.includes('/api/import/staging/groups'))).toBe(false);
     expect(getFetchUrls().some((url) => url.includes('/api/import/staging/suggestions'))).toBe(
       false,
diff --git a/webui/src/routes/import/-ui/auto-import-tab.tsx b/webui/src/routes/import/-ui/auto-import-tab.tsx
index 13025853..63ee5f57 100644
--- a/webui/src/routes/import/-ui/auto-import-tab.tsx
+++ b/webui/src/routes/import/-ui/auto-import-tab.tsx
@@ -1,7 +1,15 @@
 import { useMutation, useQuery, useQueryClient } from '@tanstack/react-query';
 import { useEffect, useState } from 'react';
 
-import { Button, OptionButton, OptionButtonGroup, RangeInput, Select, Switch } from '@/components/form/form';
+import {
+  Badge,
+  Button,
+  OptionButton,
+  OptionButtonGroup,
+  RangeInput,
+  Select,
+  Switch,
+} from '@/components/form/form';
 
 import type {
   ImportAutoFilter,
@@ -250,31 +258,13 @@ export function AutoImportPanel({
 
       {allResults.length > 0 ? (
         <>
-          <div className={styles.autoImportStats} id="auto-import-stats">
-            <span className={styles.autoImportStat} id="auto-import-stat-imported">
-              {counts.imported} imported
-            </span>
-            <span
-              className={`${styles.autoImportStat} ${styles.autoImportStatReview}`}
-              id="auto-import-stat-review"
-            >
-              {counts.review} review
-            </span>
-            <span
-              className={`${styles.autoImportStat} ${styles.autoImportStatFailed}`}
-              id="auto-import-stat-failed"
-            >
-              {counts.failed} failed
-            </span>
-          </div>
           <OptionButtonGroup className={styles.autoImportFilters}>
             {(['all', 'pending', 'imported', 'failed'] as const).map((filter) => (
-              <OptionButton
-                key={filter}
-                selected={autoFilter === filter}
-                onClick={() => onFilterChange(filter)}
-              >
-                {filter === 'pending' ? 'Needs Review' : titleCase(filter)}
+              <OptionButton key={filter} selected={autoFilter === filter} onClick={() => onFilterChange(filter)}>
+                <span>{getAutoImportFilterLabel(filter)}</span>
+                <Badge tone={getAutoImportFilterTone(filter)}>
+                  {getAutoImportFilterCount(filter, counts, allResults.length)}
+                </Badge>
               </OptionButton>
             ))}
             <div className={styles.importPageFlexSpacer} />
@@ -555,6 +545,49 @@ function getAutoImportConfidenceClass(status: string): string {
   return classes[status] ?? '';
 }
 
+function getAutoImportFilterLabel(filter: ImportAutoFilter): string {
+  switch (filter) {
+    case 'all':
+      return 'All';
+    case 'pending':
+      return 'Needs Review';
+    case 'imported':
+      return 'Imported';
+    case 'failed':
+      return 'Failed';
+  }
+}
+
+function getAutoImportFilterCount(
+  filter: ImportAutoFilter,
+  counts: ReturnType<typeof getAutoImportCounts>,
+  totalCount: number,
+): number {
+  switch (filter) {
+    case 'all':
+      return totalCount;
+    case 'pending':
+      return counts.review;
+    case 'imported':
+      return counts.imported;
+    case 'failed':
+      return counts.failed;
+  }
+}
+
+function getAutoImportFilterTone(filter: ImportAutoFilter): 'neutral' | 'warning' | 'success' | 'danger' {
+  switch (filter) {
+    case 'pending':
+      return 'warning';
+    case 'imported':
+      return 'success';
+    case 'failed':
+      return 'danger';
+    case 'all':
+      return 'neutral';
+  }
+}
+
 function getMethodLabel(method: string | null | undefined): string {
   const labels: Record<string, string> = {
     tags: 'Tags',
@@ -565,10 +598,6 @@ function getMethodLabel(method: string | null | undefined): string {
   return method ? labels[method] || method : '';
 }
 
-function titleCase(value: string): string {
-  return `${value.charAt(0).toUpperCase()}${value.slice(1)}`;
-}
-
 async function confirmAction({
   title,
   message,
diff --git a/webui/src/routes/import/-ui/import-page.module.css b/webui/src/routes/import/-ui/import-page.module.css
index 5470d25d..f30e8e7a 100644
--- a/webui/src/routes/import/-ui/import-page.module.css
+++ b/webui/src/routes/import/-ui/import-page.module.css
@@ -1122,27 +1122,6 @@
   animation: adlPulse 1.5s ease-in-out infinite;
 }
 
-/* Stats summary */
-.autoImportStats {
-  display: flex;
-  gap: 16px;
-  padding: 8px 0;
-  margin-bottom: 4px;
-}
-
-.autoImportStat {
-  font-size: 12px;
-  color: rgba(255, 255, 255, 0.5);
-  font-weight: 500;
-}
-
-.autoImportStatReview {
-  color: #fbbf24;
-}
-.autoImportStatFailed {
-  color: #f87171;
-}
-
 /* Filter pills */
 .autoImportFilters {
   padding: 6px 0;