diff --git a/package-lock.json b/package-lock.json
index 122dc86..48011ee 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -23,6 +23,7 @@
         "@tanstack/react-query-devtools": "^5.101.0",
         "@tanstack/react-table": "^8.21.3",
         "@tanstack/react-virtual": "^3.14.3",
+        "@vidstack/react": "^1.15.6",
         "axios": "^1.13.6",
         "class-variance-authority": "^0.7.1",
         "clsx": "^2.1.1",
@@ -3394,7 +3395,6 @@
       "version": "19.2.14",
       "resolved": "https://registry.npmjs.org/@types/react/-/react-19.2.14.tgz",
       "integrity": "sha512-ilcTH/UniCkMdtexkoCN0bI7pMcJDvmQFPvuPvmEaYA/NSfFTAgdUSLAoVjaRJm7+6PvcM+q1zYOwS4wTYMF9w==",
-      "devOptional": true,
       "license": "MIT",
       "dependencies": {
         "csstype": "^3.2.2"
@@ -3961,6 +3961,23 @@
         "win32"
       ]
     },
+    "node_modules/@vidstack/react": {
+      "version": "1.15.6",
+      "resolved": "https://registry.npmjs.org/@vidstack/react/-/react-1.15.6.tgz",
+      "integrity": "sha512-hO7cLld5yfxCdDnDCYqh5aS7JxmHfsmX43PmKBJWzDTwK40P3hh5qAdDQzl3qDtEJLYjuo3Sv+kr6tt/VRtJzQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@floating-ui/dom": "^1.6.10",
+        "media-captions": "^1.0.4"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@types/react": "^18.0.0 || ^19.0.0",
+        "react": "^18.0.0 || ^19.0.0"
+      }
+    },
     "node_modules/acorn": {
       "version": "8.16.0",
       "resolved": "https://registry.npmjs.org/acorn/-/acorn-8.16.0.tgz",
@@ -7180,6 +7197,15 @@
         "node": ">= 0.4"
       }
     },
+    "node_modules/media-captions": {
+      "version": "1.0.4",
+      "resolved": "https://registry.npmjs.org/media-captions/-/media-captions-1.0.4.tgz",
+      "integrity": "sha512-cyDNmuZvvO4H27rcBq2Eudxo9IZRDCOX/I7VEyqbxsEiD2Ei7UYUhG/Sc5fvMZjmathgz3fEK7iAKqvpY+Ux1w==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=16"
+      }
+    },
     "node_modules/merge2": {
       "version": "1.4.1",
       "resolved": "https://registry.npmjs.org/merge2/-/merge2-1.4.1.tgz",
diff --git a/package.json b/package.json
index 3e3f04d..80c37cb 100644
--- a/package.json
+++ b/package.json
@@ -27,6 +27,7 @@
     "@tanstack/react-query-devtools": "^5.101.0",
     "@tanstack/react-table": "^8.21.3",
     "@tanstack/react-virtual": "^3.14.3",
+    "@vidstack/react": "^1.15.6",
     "axios": "^1.13.6",
     "class-variance-authority": "^0.7.1",
     "clsx": "^2.1.1",
diff --git a/src/app/(modules)/ticket/[ticketId]/components/TicketDetailHeader.tsx b/src/app/(modules)/ticket/[ticketId]/components/TicketDetailHeader.tsx
index a41ddc3..082c1cc 100644
--- a/src/app/(modules)/ticket/[ticketId]/components/TicketDetailHeader.tsx
+++ b/src/app/(modules)/ticket/[ticketId]/components/TicketDetailHeader.tsx
@@ -4,9 +4,6 @@ import { ArrowLeft } from 'lucide-react';
 import { useRouter } from 'next/navigation';
 
 import { Button } from '@/components/ui/button';
-import { SparkleButton } from '@/components/ui/sparkle-button';
-import { PERMISSIONS } from '@/constants/permissions';
-import { PermissionGuard } from '@/guards';
 import type { TicketOverviewDetail } from '@/types';
 
 export function TicketDetailHeader({
@@ -25,17 +22,6 @@ export function TicketDetailHeader({
       </div>
 
       <div className="flex shrink-0 items-center gap-2">
-        {ticket.video_id ? (
-          <PermissionGuard permissions={PERMISSIONS.TICKET.ASSIGN}>
-            <SparkleButton
-              className="h-10 min-w-36 px-5"
-              onClick={() => router.push(`/results/${ticket.video_id}`)}
-            >
-              View Analysis
-            </SparkleButton>
-          </PermissionGuard>
-        ) : null}
-
         <Button
           variant="outline"
           size="sm"
diff --git a/src/app/(modules)/ticket/[ticketId]/components/TicketOverviewCard.tsx b/src/app/(modules)/ticket/[ticketId]/components/TicketOverviewCard.tsx
index 6489d0b..3d297a8 100644
--- a/src/app/(modules)/ticket/[ticketId]/components/TicketOverviewCard.tsx
+++ b/src/app/(modules)/ticket/[ticketId]/components/TicketOverviewCard.tsx
@@ -1,11 +1,34 @@
 'use client';
 
-import { LayoutDashboard } from 'lucide-react';
+import {
+  Activity,
+  ArrowRight,
+  CalendarDays,
+  Clock3,
+  Gauge,
+  LayoutDashboard,
+  MapPin,
+  Monitor,
+  UserRound,
+} from 'lucide-react';
+import { useRouter } from 'next/navigation';
 
-import { Card, CardContent, CardHeader, CardTitle } from '@/components/ui/card';
-import { PersonInfo } from '@/components/person-avatar';
+import {
+  Card,
+  CardAction,
+  CardContent,
+  CardHeader,
+  CardTitle,
+} from '@/components/ui/card';
+import { Button } from '@/components/ui/button';
+import { getDefectVisual } from '@/constants/defectVisualConfig';
+import { PERMISSIONS } from '@/constants/permissions';
+import { PermissionGuard } from '@/guards';
+import { cn } from '@/lib/utils';
 import type { TicketOverviewDetail } from '@/types';
-import { formatDateOnly } from '@/utils/date';
+import { formatDate } from '@/utils/date';
+
+type IconComponent = React.ComponentType<{ className?: string }>;
 
 function MetaLabel({ children }: { children: React.ReactNode }) {
   return (
@@ -27,46 +50,221 @@ function OverviewField({
   children: React.ReactNode;
 }) {
   return (
-    <div className="space-y-1">
+    <div className="min-w-0 space-y-1">
       <MetaLabel>{label}</MetaLabel>
       {children}
     </div>
   );
 }
 
-export function TicketOverviewCard({
-  ticket,
+function SummaryCard({
+  label,
+  value,
+  colorClassName,
+  cardClassName,
+  icon: Icon,
 }: {
-  ticket: TicketOverviewDetail;
+  label: string;
+  value: number;
+  colorClassName: string;
+  cardClassName: string;
+  icon?: IconComponent;
 }) {
   return (
-    <Card>
-      <CardHeader>
-        <CardTitle className="flex items-center gap-2">
-          <LayoutDashboard className="size-5 text-primary" />
-          Overview
-        </CardTitle>
-      </CardHeader>
-
-      <CardContent className="grid grid-cols-2 gap-x-4 gap-y-6 md:grid-cols-4">
-        <OverviewField label="Detection Count">
-          <MetaValue>{ticket.ai_result.detection_count} Occurrences</MetaValue>
-        </OverviewField>
-
-        <OverviewField label="Chainage">
-          <MetaValue>{ticket.chainage_name}</MetaValue>
-        </OverviewField>
-
-        <OverviewField label="Uploaded By">
-          <PersonInfo person={ticket.uploader} />
-        </OverviewField>
-
-        <OverviewField label="Created Date">
-          <MetaValue>
-            {formatDateOnly(ticket.timestamps.created_at)}
-          </MetaValue>
-        </OverviewField>
-      </CardContent>
-    </Card>
+    <div
+      className={cn(
+        'rounded-xl bg-muted/40 p-4 transition-colors hover:bg-muted/60',
+        cardClassName,
+      )}
+    >
+      <p className={cn('text-2xl font-bold tracking-tight', colorClassName)}>
+        {value}
+      </p>
+      <p className="mt-2 truncate text-xs font-semibold text-foreground">
+        {label}
+      </p>
+      <p className="mt-0.5 text-[11px] text-muted-foreground">Detected</p>
+    </div>
+  );
+}
+
+function VideoMetric({
+  icon: Icon,
+  label,
+}: {
+  icon: IconComponent;
+  label: string;
+}) {
+  return (
+    <div className="flex items-center justify-center gap-2 font-medium">
+      <Icon className="size-4 text-muted-foreground" />
+      <span>{label}</span>
+    </div>
+  );
+}
+
+function OverviewStat({
+  label,
+  value,
+  valueClassName,
+  icon: Icon,
+}: {
+  label: string;
+  value: React.ReactNode;
+  valueClassName?: string;
+  icon: IconComponent;
+}) {
+  return (
+    <div className="flex items-center justify-between gap-3 rounded-xl bg-muted/40 p-4 transition-colors hover:bg-muted/60">
+      <div className="min-w-0">
+        <MetaLabel>{label}</MetaLabel>
+        <p
+          className={cn(
+            'mt-2 truncate text-lg font-bold tracking-tight text-foreground',
+            valueClassName,
+          )}
+        >
+          {value}
+        </p>
+      </div>
+      <Icon className={cn('size-5 shrink-0 opacity-80', valueClassName)} />
+    </div>
+  );
+}
+
+export function TicketOverviewCard({
+  ticket,
+  defectClass,
+}: {
+  ticket: TicketOverviewDetail;
+  defectClass?: string;
+}) {
+  const router = useRouter();
+  const currentIssue =
+    ticket.ai_result.detections_by_class.find(
+      (item) => item.class_name === defectClass,
+    ) ?? ticket.ai_result.detections_by_class[0];
+  const currentVisual = getDefectVisual(currentIssue?.class_name ?? '');
+  const minutes = Math.floor(ticket.video_metadata.duration_seconds / 60);
+  const seconds = Math.floor(ticket.video_metadata.duration_seconds % 60);
+  const duration = `${minutes}:${seconds.toString().padStart(2, '0')}`;
+  const chainageName =
+    ticket.location.chainage.name || ticket.chainage_name || null;
+  const packageName = ticket.location.package.name || null;
+  const locationLabel =
+    [chainageName, packageName].filter(Boolean).join(', ') || '—';
+
+  return (
+    <div className="space-y-5">
+      <Card>
+        <CardContent className="grid gap-4 py-4 sm:grid-cols-3 sm:divide-x">
+          <div className="flex items-center gap-3 sm:pr-4">
+            <CalendarDays className="size-5 shrink-0 text-muted-foreground" />
+            <OverviewField label="Uploaded On">
+              <MetaValue>{formatDate(ticket.timestamps.created_at)}</MetaValue>
+            </OverviewField>
+          </div>
+          <div className="flex items-center gap-3 sm:px-4">
+            <UserRound className="size-5 shrink-0 text-muted-foreground" />
+            <OverviewField label="Uploaded By">
+              <MetaValue>{ticket.uploader.name}</MetaValue>
+            </OverviewField>
+          </div>
+          <div className="flex items-center gap-3 sm:pl-4">
+            <MapPin className="size-5 shrink-0 text-muted-foreground" />
+            <OverviewField label="Location">
+              <MetaValue>{locationLabel}</MetaValue>
+            </OverviewField>
+          </div>
+        </CardContent>
+      </Card>
+
+      <Card>
+        <CardHeader>
+          <CardTitle className="flex items-center gap-2">
+            <Activity className="size-5 text-primary" />
+            AI Detection Summary
+          </CardTitle>
+          {ticket.video_id ? (
+            <CardAction>
+              <PermissionGuard permissions={PERMISSIONS.TICKET.ASSIGN}>
+                <Button
+                  variant="ghost"
+                  size="sm"
+                  className="text-primary hover:bg-primary/10 hover:text-primary"
+                  onClick={() => router.push(`/results/${ticket.video_id}`)}
+                >
+                  View Analysis
+                  <ArrowRight className="size-3.5" />
+                </Button>
+              </PermissionGuard>
+            </CardAction>
+          ) : null}
+        </CardHeader>
+        <CardContent className="space-y-4">
+          <div className="grid grid-cols-2 gap-3 lg:grid-cols-3 xl:grid-cols-6">
+            <SummaryCard
+              label="Total Detections"
+              value={ticket.ai_result.detection_count}
+              colorClassName="text-violet-600"
+              cardClassName="bg-violet-500/8"
+            />
+            {ticket.ai_result.detections_by_class.map((item) => {
+              const visual = getDefectVisual(item.class_name);
+              return (
+                <SummaryCard
+                  key={item.class_name}
+                  label={item.display_name}
+                  value={item.count}
+                  icon={visual.icon}
+                  colorClassName={visual.colorClassName}
+                  cardClassName={visual.cardClassName}
+                />
+              );
+            })}
+          </div>
+          <div className="grid gap-3 rounded-lg bg-muted/35 px-4 py-3 text-sm sm:grid-cols-3">
+            <VideoMetric
+              icon={Gauge}
+              label={`${ticket.video_metadata.fps} FPS`}
+            />
+            <VideoMetric icon={Clock3} label={`${duration} Duration`} />
+            <VideoMetric
+              icon={Monitor}
+              label={`${ticket.video_metadata.resolution.label} Resolution`}
+            />
+          </div>
+        </CardContent>
+      </Card>
+
+      <Card>
+        <CardHeader>
+          <CardTitle className="flex items-center gap-2">
+            <LayoutDashboard className="size-5 text-primary" />
+            Ticket Overview
+          </CardTitle>
+        </CardHeader>
+        <CardContent className="grid gap-3 md:grid-cols-3">
+          <OverviewStat
+            icon={currentVisual.icon}
+            label="Current Issue"
+            value={currentIssue?.display_name ?? '-'}
+            valueClassName={currentVisual.colorClassName}
+          />
+          <OverviewStat
+            icon={Activity}
+            valueClassName="text-violet-600"
+            label="Current Issue Count"
+            value={currentIssue?.count ?? 0}
+          />
+          <OverviewStat
+            icon={LayoutDashboard}
+            valueClassName="text-violet-600"
+            label="Total AI Detections"
+            value={ticket.ai_result.detection_count}
+          />
+        </CardContent>
+      </Card>
+    </div>
   );
 }
diff --git a/src/app/(modules)/ticket/[ticketId]/page.tsx b/src/app/(modules)/ticket/[ticketId]/page.tsx
index 60b8bc5..420c87f 100644
--- a/src/app/(modules)/ticket/[ticketId]/page.tsx
+++ b/src/app/(modules)/ticket/[ticketId]/page.tsx
@@ -69,7 +69,7 @@ export default function TicketDetailPage() {
       <div className="grid gap-5 xl:grid-cols-[minmax(0,7fr)_minmax(0,3fr)]">
         <div className="space-y-5">
           {overview ? (
-            <TicketOverviewCard ticket={overview} />
+            <TicketOverviewCard ticket={overview} defectClass={defectClass} />
           ) : (
             <TicketOverviewCardSkeleton />
           )}
diff --git a/src/app/globals.css b/src/app/globals.css
index de68622..640e2ed 100644
--- a/src/app/globals.css
+++ b/src/app/globals.css
@@ -144,3 +144,12 @@
     scrollbar-gutter: stable;
   }
 }
+
+.detection-video-player .vds-slider-preview {
+  display: none;
+}
+
+.detection-video-player
+  .vds-slider-preview:has(.vds-slider-thumbnail img[src^='blob:']) {
+  display: flex;
+}
diff --git a/src/app/layout.tsx b/src/app/layout.tsx
index 2596f1f..06b8dc7 100644
--- a/src/app/layout.tsx
+++ b/src/app/layout.tsx
@@ -1,5 +1,7 @@
 import type { Metadata } from 'next';
 import { Geist_Mono, Poppins } from 'next/font/google';
+import '@vidstack/react/player/styles/default/theme.css';
+import '@vidstack/react/player/styles/default/layouts/video.css';
 import './globals.css';
 import { ThemeProvider } from '@/providers/ThemeProvider';
 import AppInitializer from '@/providers/AppInitializer';
diff --git a/src/components/video/annotatedVideoPlayer.tsx b/src/components/video/annotatedVideoPlayer.tsx
index 027d04f..386e5c4 100644
--- a/src/components/video/annotatedVideoPlayer.tsx
+++ b/src/components/video/annotatedVideoPlayer.tsx
@@ -2,9 +2,22 @@
 
 import { RefObject } from 'react';
 import { AlertTriangle, Loader2 } from 'lucide-react';
+import type { DetectionResultLog } from '@/types';
+import { useDetectionThumbnails } from './useDetectionThumbnails';
+import {
+  MediaPlayer,
+  MediaProvider,
+  Poster,
+  type MediaPlayerInstance,
+} from '@vidstack/react';
+import {
+  DefaultVideoLayout,
+  defaultLayoutIcons,
+} from '@vidstack/react/player/layouts/default';
 
 interface AnnotatedVideoPlayerProps {
-  videoRef: RefObject<HTMLVideoElement | null>;
+  videoRef: RefObject<MediaPlayerInstance | null>;
+  logs: DetectionResultLog[];
   videoUrl: string | null;
   isLoading: boolean;
   isError: boolean;
@@ -15,6 +28,7 @@ interface AnnotatedVideoPlayerProps {
 
 export default function AnnotatedVideoPlayer({
   videoRef,
+  logs,
   videoUrl,
   isLoading,
   isError,
@@ -22,18 +36,30 @@ export default function AnnotatedVideoPlayer({
   onTimeUpdate,
   onSeeked,
 }: AnnotatedVideoPlayerProps) {
+  const thumbnails = useDetectionThumbnails(logs);
+
   return (
     <div className="relative overflow-hidden rounded-lg border bg-black">
       {videoUrl ? (
-        <video
+        <MediaPlayer
           ref={videoRef}
-          src={videoUrl}
-          controls
-          preload="metadata"
+          src={{ src: videoUrl, type: 'video/mp4' }}
+          viewType="video"
+          streamType="on-demand"
+          crossOrigin
+          playsInline
           onTimeUpdate={onTimeUpdate}
           onSeeked={onSeeked}
-          className="block w-full aspect-video"
-        />
+          className="detection-video-player aspect-video w-full"
+        >
+          <MediaProvider>
+            <Poster className="vds-poster" />
+          </MediaProvider>
+          <DefaultVideoLayout
+            thumbnails={thumbnails}
+            icons={defaultLayoutIcons}
+          />
+        </MediaPlayer>
       ) : (
         <div className="flex aspect-video w-full flex-col items-center justify-center gap-3 text-center text-muted-foreground">
           {isError ? (
@@ -54,7 +80,9 @@ export default function AnnotatedVideoPlayer({
             <>
               <Loader2 className="h-7 w-7 animate-spin text-primary" />
               <p className="text-xs">
-                {isLoading ? 'Loading annotated video...' : 'Preparing video...'}
+                {isLoading
+                  ? 'Loading annotated video...'
+                  : 'Preparing video...'}
               </p>
             </>
           )}
diff --git a/src/components/video/currentDetectionBar.tsx b/src/components/video/currentDetectionBar.tsx
index e45556c..244ff85 100644
--- a/src/components/video/currentDetectionBar.tsx
+++ b/src/components/video/currentDetectionBar.tsx
@@ -4,7 +4,7 @@ import { Activity, MapPin } from 'lucide-react';
 
 import type { CompletedVideoResult, DetectionResultLog } from '@/types';
 
-import { getDefectVisual } from './defectVisualConfig';
+import { getDefectVisual } from '@/constants/defectVisualConfig';
 
 interface CurrentDetectionBarProps {
   activeLog?: DetectionResultLog;
diff --git a/src/components/video/resultStatsGrid.tsx b/src/components/video/resultStatsGrid.tsx
index ff2efd7..047ba58 100644
--- a/src/components/video/resultStatsGrid.tsx
+++ b/src/components/video/resultStatsGrid.tsx
@@ -1,9 +1,10 @@
 'use client';
 
 import { Activity, Clock, Gauge } from 'lucide-react';
-import { CompletedVideoResult } from '@/types';
 
-import { getDefectVisual } from './defectVisualConfig';
+import { getDefectVisual } from '@/constants/defectVisualConfig';
+import { cn } from '@/lib/utils';
+import type { CompletedVideoResult } from '@/types';
 
 const formatDuration = (seconds?: number) => {
   if (typeof seconds !== 'number' || !Number.isFinite(seconds)) return '-';
@@ -28,8 +29,8 @@ export default function ResultStatsGrid({ data }: ResultStatsGridProps) {
       label: item.display_name,
       value: item.count,
       icon: visual.icon,
-      color: visual.colorClassName,
-      bgColor: visual.iconClassName,
+      colorClassName: visual.colorClassName,
+      iconClassName: visual.iconClassName,
     };
   });
 
@@ -38,23 +39,23 @@ export default function ResultStatsGrid({ data }: ResultStatsGridProps) {
       label: 'Total Detections',
       value: data.summary.total_detections,
       icon: Activity,
-      color: 'text-green-500',
-      bgColor: 'bg-green-500/10 text-green-500',
+      colorClassName: 'text-green-500',
+      iconClassName: 'bg-green-500/10 text-green-500',
     },
     ...defectStats,
     {
       label: 'FPS',
       value: formatFps(data.summary.fps),
       icon: Gauge,
-      color: 'text-purple-500',
-      bgColor: 'bg-purple-500/10 text-purple-500',
+      colorClassName: 'text-purple-500',
+      iconClassName: 'bg-purple-500/10 text-purple-500',
     },
     {
       label: 'Duration',
       value: formatDuration(data.summary.duration_seconds),
       icon: Clock,
-      color: 'text-cyan-500',
-      bgColor: 'bg-cyan-500/10 text-cyan-500',
+      colorClassName: 'text-cyan-500',
+      iconClassName: 'bg-cyan-500/10 text-cyan-500',
     },
   ];
 
@@ -66,17 +67,29 @@ export default function ResultStatsGrid({ data }: ResultStatsGridProps) {
         return (
           <div
             key={stat.label}
-            className="flex flex-col items-center rounded-lg border border-muted bg-muted/30 p-4 text-center"
+            className="rounded-xl bg-muted/40 p-4 transition-colors hover:bg-muted/60"
           >
-            <div className={`mb-2 rounded-md p-2 ${stat.bgColor}`}>
-              <Icon className="h-5 w-5" />
+            <div className="flex items-center justify-between gap-3">
+              <p
+                className={cn(
+                  'text-2xl font-bold tracking-tight',
+                  stat.colorClassName,
+                )}
+              >
+                {stat.value}
+              </p>
+              <span
+                className={cn(
+                  'flex size-8 shrink-0 items-center justify-center rounded-lg',
+                  stat.iconClassName,
+                )}
+              >
+                <Icon className="size-3.5" />
+              </span>
             </div>
-            <div className={`text-xl font-bold ${stat.color}`}>
-              {stat.value}
-            </div>
-            <div className="mt-1 text-[10px] font-bold uppercase tracking-wider text-muted-foreground">
+            <p className="mt-2 truncate text-xs font-semibold text-foreground">
               {stat.label}
-            </div>
+            </p>
           </div>
         );
       })}
diff --git a/src/components/video/useDetectionPlayback.ts b/src/components/video/useDetectionPlayback.ts
index bb2dfa6..064706f 100644
--- a/src/components/video/useDetectionPlayback.ts
+++ b/src/components/video/useDetectionPlayback.ts
@@ -1,11 +1,12 @@
 'use client';
 
 import { RefObject, useMemo, useRef, useState } from 'react';
+import type { MediaPlayerInstance } from '@vidstack/react';
 import { CompletedVideoResult, DetectionResultLog } from '@/types';
 
 interface UseDetectionPlaybackParams {
   logs: CompletedVideoResult['logs'];
-  videoRef: RefObject<HTMLVideoElement | null>;
+  videoRef: RefObject<MediaPlayerInstance | null>;
 }
 
 export function useDetectionPlayback({
diff --git a/src/components/video/useDetectionThumbnails.ts b/src/components/video/useDetectionThumbnails.ts
new file mode 100644
index 0000000..68022a3
--- /dev/null
+++ b/src/components/video/useDetectionThumbnails.ts
@@ -0,0 +1,66 @@
+'use client';
+
+import { useEffect, useMemo, useState } from 'react';
+import { useQueries } from '@tanstack/react-query';
+
+import { protectedMediaService } from '@/services/api';
+import type { DetectionResultLog } from '@/types';
+
+type DetectionThumbnail = {
+  url: string;
+  startTime: number;
+  endTime: number;
+};
+
+const PREVIEW_WINDOW_SECONDS = 0.5;
+
+export function useDetectionThumbnails(logs: DetectionResultLog[]) {
+  const imageUrls = useMemo(
+    () => logs.map((log) => log.detection.context_image_url),
+    [logs],
+  );
+
+  const blobs = useQueries({
+    queries: imageUrls.map((url) => ({
+      queryKey: ['protected-media', url],
+      queryFn: () => protectedMediaService.getBlob(url),
+      enabled: Boolean(url),
+      staleTime: Infinity,
+      gcTime: 1000 * 60 * 30,
+    })),
+    combine: (results) => results.map((result) => result.data),
+  });
+
+  const [objectUrls, setObjectUrls] = useState<Array<string | null>>([]);
+
+  useEffect(() => {
+    const nextUrls = blobs.map((blob) =>
+      blob ? URL.createObjectURL(blob) : null,
+    );
+    setObjectUrls(nextUrls);
+
+    return () => {
+      nextUrls.forEach((url) => {
+        if (url) URL.revokeObjectURL(url);
+      });
+    };
+  }, [blobs]);
+
+  return useMemo<DetectionThumbnail[]>(
+    () =>
+      logs.flatMap((log, index) => {
+        const url = objectUrls[index];
+        if (!url) return [];
+
+        const timestamp = log.frame.timestamp_seconds;
+        return [
+          {
+            url,
+            startTime: Math.max(0, timestamp - PREVIEW_WINDOW_SECONDS),
+            endTime: timestamp + PREVIEW_WINDOW_SECONDS,
+          },
+        ];
+      }),
+    [logs, objectUrls],
+  );
+}
diff --git a/src/components/videoPlayerSection.tsx b/src/components/videoPlayerSection.tsx
index 28a663e..9ed1ec2 100644
--- a/src/components/videoPlayerSection.tsx
+++ b/src/components/videoPlayerSection.tsx
@@ -2,6 +2,7 @@
 
 import { useRef } from 'react';
 import { Film } from 'lucide-react';
+import type { MediaPlayerInstance } from '@vidstack/react';
 import {
   Card,
   CardContent,
@@ -22,17 +23,12 @@ type VideoPlayerSectionProps = {
 };
 
 export default function VideoPlayerSection({ data }: VideoPlayerSectionProps) {
-  const videoRef = useRef<HTMLVideoElement>(null);
-  const {
-    activeLog,
-    sortedLogs,
-    handleSeek,
-    handleSeeked,
-    handleTimeUpdate,
-  } = useDetectionPlayback({
-    logs: data.logs,
-    videoRef,
-  });
+  const videoRef = useRef<MediaPlayerInstance>(null);
+  const { activeLog, sortedLogs, handleSeek, handleSeeked, handleTimeUpdate } =
+    useDetectionPlayback({
+      logs: data.logs,
+      videoRef,
+    });
   const {
     videoUrl,
     isLoading: isVideoLoading,
@@ -63,6 +59,7 @@ export default function VideoPlayerSection({ data }: VideoPlayerSectionProps) {
             <div className="space-y-6 lg:col-span-2">
               <AnnotatedVideoPlayer
                 videoRef={videoRef}
+                logs={sortedLogs}
                 videoUrl={videoUrl}
                 isLoading={isVideoLoading}
                 isError={isVideoError}
diff --git a/src/components/video/defectVisualConfig.ts b/src/constants/defectVisualConfig.ts
similarity index 77%
rename from src/components/video/defectVisualConfig.ts
rename to src/constants/defectVisualConfig.ts
index d3e4bf3..3149b5f 100644
--- a/src/components/video/defectVisualConfig.ts
+++ b/src/constants/defectVisualConfig.ts
@@ -2,11 +2,11 @@
 
 import {
   Activity,
-  AlertTriangle,
-  CircleAlert,
+  Construction,
+  Spline,
   CircleDot,
   Droplets,
-  LucideIcon,
+  type LucideIcon,
   SignpostBig,
 } from 'lucide-react';
 
@@ -14,6 +14,7 @@ type DefectVisualConfig = {
   icon: LucideIcon;
   colorClassName: string;
   iconClassName: string;
+  cardClassName: string;
 };
 
 const DEFECT_VISUALS: Record<string, DefectVisualConfig> = {
@@ -21,26 +22,31 @@ const DEFECT_VISUALS: Record<string, DefectVisualConfig> = {
     icon: CircleDot,
     colorClassName: 'text-zinc-500',
     iconClassName: 'bg-zinc-500/10 text-zinc-500',
+    cardClassName: 'bg-zinc-500/5',
   },
   pothole: {
-    icon: AlertTriangle,
+    icon: Construction,
     colorClassName: 'text-orange-500',
     iconClassName: 'bg-orange-500/10 text-orange-500',
+    cardClassName: 'bg-orange-500/5',
   },
   road_crack: {
-    icon: CircleAlert,
+    icon: Spline,
     colorClassName: 'text-rose-500',
     iconClassName: 'bg-rose-500/10 text-rose-500',
+    cardClassName: 'bg-rose-500/5',
   },
   sign_board: {
     icon: SignpostBig,
     colorClassName: 'text-blue-500',
     iconClassName: 'bg-blue-500/10 text-blue-500',
+    cardClassName: 'bg-blue-500/5',
   },
   water_puddle: {
     icon: Droplets,
     colorClassName: 'text-cyan-500',
     iconClassName: 'bg-cyan-500/10 text-cyan-500',
+    cardClassName: 'bg-cyan-500/5',
   },
 };
 
@@ -48,6 +54,7 @@ const DEFAULT_VISUAL: DefectVisualConfig = {
   icon: Activity,
   colorClassName: 'text-green-500',
   iconClassName: 'bg-green-500/10 text-green-500',
+  cardClassName: 'bg-green-500/5',
 };
 
 export const getDefectVisual = (className: string) =>
diff --git a/src/types/ticket/detail.ts b/src/types/ticket/detail.ts
index be2430f..30d4ff4 100644
--- a/src/types/ticket/detail.ts
+++ b/src/types/ticket/detail.ts
@@ -80,12 +80,41 @@ export interface TicketTimestamps {
   updated_at: string;
 }
 
+export interface TicketLocationReference {
+  id: string;
+  name: string;
+}
+
+export interface TicketLocation {
+  project: TicketLocationReference;
+  package: TicketLocationReference;
+  chainage: TicketLocationReference;
+}
+
+export interface TicketVideoMetadata {
+  duration_seconds: number;
+  fps: number;
+  resolution: {
+    width: number;
+    height: number;
+    label: string;
+  };
+}
+
+export interface TicketDetectionClassCount {
+  class_name: string;
+  display_name: string;
+  count: number;
+}
+
 export interface TicketOverviewDetail {
   id: string;
   ticket_name: string;
   video_id: string;
   chainage_id: string;
   chainage_name: string;
+  location: TicketLocation;
+  video_metadata: TicketVideoMetadata;
   uploader: {
     user_id: number;
     name: string;
@@ -95,6 +124,7 @@ export interface TicketOverviewDetail {
     detection_count: number;
     completed_at: string;
     available_defect_classes: string[];
+    detections_by_class: TicketDetectionClassCount[];
   };
   timestamps: TicketTimestamps;
 }