diff --git a/frontend/messages/de.json b/frontend/messages/de.json
index ed968638..ddceced2 100644
--- a/frontend/messages/de.json
+++ b/frontend/messages/de.json
@@ -300,6 +300,22 @@
 	"history_field_tags": "Schlagworte",
 	"admin_tab_system": "System",
 	"admin_tab_ocr": "OCR",
+	"ocr_status_online": "Online",
+	"ocr_status_offline": "Offline",
+	"ocr_stat_training_blocks": "Trainingsblöcke",
+	"ocr_stat_total_blocks": "Gesamt Blöcke",
+	"ocr_stat_documents": "Dokumente",
+	"ocr_stat_seg_blocks": "Seg.-Blöcke",
+	"ocr_table_person": "Person",
+	"ocr_table_cer": "ZFR",
+	"ocr_table_accuracy": "Genauigkeit",
+	"ocr_table_lines": "Zeilen",
+	"ocr_table_actions": "Aktionen",
+	"ocr_table_details": "Details",
+	"ocr_no_models": "Noch keine Sender-Modelle trainiert.",
+	"ocr_sender_models_heading": "Sender-Modelle",
+	"ocr_global_history_link": "Globaler Verlauf →",
+	"ocr_global_history_heading": "Globaler Verlauf",
 	"admin_system_backfill_heading": "Verlaufsdaten auffüllen",
 	"admin_system_backfill_description": "Erstellt einen initialen Verlaufseintrag für alle Dokumente, die noch keinen Verlauf haben (z.B. importierte Dokumente). Dadurch werden beim nächsten Bearbeiten nur die tatsächlich geänderten Felder hervorgehoben.",
 	"admin_system_backfill_btn": "Jetzt auffüllen",
diff --git a/frontend/messages/en.json b/frontend/messages/en.json
index 16c10e93..005cad89 100644
--- a/frontend/messages/en.json
+++ b/frontend/messages/en.json
@@ -300,6 +300,22 @@
 	"history_field_tags": "Tags",
 	"admin_tab_system": "System",
 	"admin_tab_ocr": "OCR",
+	"ocr_status_online": "Online",
+	"ocr_status_offline": "Offline",
+	"ocr_stat_training_blocks": "Training blocks",
+	"ocr_stat_total_blocks": "Total blocks",
+	"ocr_stat_documents": "Documents",
+	"ocr_stat_seg_blocks": "Seg. blocks",
+	"ocr_table_person": "Person",
+	"ocr_table_cer": "CER",
+	"ocr_table_accuracy": "Accuracy",
+	"ocr_table_lines": "Lines",
+	"ocr_table_actions": "Actions",
+	"ocr_table_details": "Details",
+	"ocr_no_models": "No sender models trained yet.",
+	"ocr_sender_models_heading": "Sender Models",
+	"ocr_global_history_link": "Global history →",
+	"ocr_global_history_heading": "Global History",
 	"admin_system_backfill_heading": "Backfill history data",
 	"admin_system_backfill_description": "Creates an initial history entry for all documents that do not have one yet (e.g. imported documents). This ensures that future edits only highlight actually changed fields.",
 	"admin_system_backfill_btn": "Backfill now",
diff --git a/frontend/messages/es.json b/frontend/messages/es.json
index b9fa125a..9675673e 100644
--- a/frontend/messages/es.json
+++ b/frontend/messages/es.json
@@ -300,6 +300,22 @@
 	"history_field_tags": "Etiquetas",
 	"admin_tab_system": "Sistema",
 	"admin_tab_ocr": "OCR",
+	"ocr_status_online": "En línea",
+	"ocr_status_offline": "Sin conexión",
+	"ocr_stat_training_blocks": "Bloques de entrenamiento",
+	"ocr_stat_total_blocks": "Total de bloques",
+	"ocr_stat_documents": "Documentos",
+	"ocr_stat_seg_blocks": "Bloques de seg.",
+	"ocr_table_person": "Persona",
+	"ocr_table_cer": "TCE",
+	"ocr_table_accuracy": "Precisión",
+	"ocr_table_lines": "Líneas",
+	"ocr_table_actions": "Acciones",
+	"ocr_table_details": "Detalles",
+	"ocr_no_models": "Aún no hay modelos de remitente entrenados.",
+	"ocr_sender_models_heading": "Modelos de remitente",
+	"ocr_global_history_link": "Historial global →",
+	"ocr_global_history_heading": "Historial global",
 	"admin_system_backfill_heading": "Completar datos de historial",
 	"admin_system_backfill_description": "Crea una entrada de historial inicial para todos los documentos que aún no tienen ninguna (p.ej. documentos importados). Así, en la próxima edición solo se resaltarán los campos realmente modificados.",
 	"admin_system_backfill_btn": "Completar ahora",
diff --git a/frontend/src/routes/admin/ocr/+page.svelte b/frontend/src/routes/admin/ocr/+page.svelte
index cc063db2..a068f01f 100644
--- a/frontend/src/routes/admin/ocr/+page.svelte
+++ b/frontend/src/routes/admin/ocr/+page.svelte
@@ -3,6 +3,7 @@ import type { PageData } from './$types';
 import OcrHealthBar from './OcrHealthBar.svelte';
 import OcrStatCards from './OcrStatCards.svelte';
 import OcrModelsTable from './OcrModelsTable.svelte';
+import * as m from '$lib/paraglide/messages.js';
 
 let { data }: { data: PageData } = $props();
 const { trainingInfo } = $derived(data);
@@ -11,7 +12,9 @@ const { trainingInfo } = $derived(data);
 <div class="flex flex-col gap-6 p-6">
 	<!-- Page title + health bar -->
 	<div class="flex items-center justify-between">
-		<h1 class="font-sans text-lg font-bold tracking-widest text-brand-navy uppercase">OCR</h1>
+		<h1 class="font-sans text-lg font-bold tracking-widest text-brand-navy uppercase">
+			{m.admin_tab_ocr()}
+		</h1>
 		<OcrHealthBar ocrServiceAvailable={trainingInfo.ocrServiceAvailable ?? false} />
 	</div>
 
@@ -26,12 +29,14 @@ const { trainingInfo } = $derived(data);
 	<!-- Sender models -->
 	<div>
 		<div class="mb-3 flex items-center justify-between">
-			<h2 class="text-xs font-bold tracking-widest text-gray-400 uppercase">Sender Models</h2>
+			<h2 class="text-xs font-bold tracking-widest text-gray-400 uppercase">
+				{m.ocr_sender_models_heading()}
+			</h2>
 			<a
 				href="/admin/ocr/global"
 				class="text-xs font-medium text-brand-navy/60 transition-colors hover:text-brand-navy"
 			>
-				Global history →
+				{m.ocr_global_history_link()}
 			</a>
 		</div>
 		<OcrModelsTable
diff --git a/frontend/src/routes/admin/ocr/OcrHealthBar.svelte b/frontend/src/routes/admin/ocr/OcrHealthBar.svelte
index 8319fc6c..ac37c888 100644
--- a/frontend/src/routes/admin/ocr/OcrHealthBar.svelte
+++ b/frontend/src/routes/admin/ocr/OcrHealthBar.svelte
@@ -1,14 +1,17 @@
 <script lang="ts">
+import * as m from '$lib/paraglide/messages.js';
 let { ocrServiceAvailable }: { ocrServiceAvailable: boolean } = $props();
 </script>
 
 <div class="flex items-center gap-2">
 	<span
+		role="img"
+		aria-label={ocrServiceAvailable ? m.ocr_status_online() : m.ocr_status_offline()}
 		class="inline-block h-2.5 w-2.5 rounded-full {ocrServiceAvailable
 			? 'bg-green-500'
 			: 'bg-red-500'}"
 	></span>
 	<span class="text-sm font-medium {ocrServiceAvailable ? 'text-green-700' : 'text-red-700'}">
-		{ocrServiceAvailable ? 'Online' : 'Offline'}
+		{ocrServiceAvailable ? m.ocr_status_online() : m.ocr_status_offline()}
 	</span>
 </div>
diff --git a/frontend/src/routes/admin/ocr/OcrModelsTable.svelte b/frontend/src/routes/admin/ocr/OcrModelsTable.svelte
index 785c96b0..da14705f 100644
--- a/frontend/src/routes/admin/ocr/OcrModelsTable.svelte
+++ b/frontend/src/routes/admin/ocr/OcrModelsTable.svelte
@@ -1,5 +1,6 @@
 <script lang="ts">
 import type { components } from '$lib/generated/api';
+import * as m from '$lib/paraglide/messages.js';
 type SenderModel = components['schemas']['SenderModel'];
 
 let {
@@ -17,23 +18,23 @@ let {
 			<tr>
 				<th
 					class="border-brand-sand border-b pb-3 text-left text-xs font-bold tracking-widest text-gray-400 uppercase"
-					>Person</th
+					>{m.ocr_table_person()}</th
 				>
 				<th
 					class="border-brand-sand border-b pb-3 text-left text-xs font-bold tracking-widest text-gray-400 uppercase"
-					>CER</th
+					>{m.ocr_table_cer()}</th
 				>
 				<th
 					class="border-brand-sand border-b pb-3 text-left text-xs font-bold tracking-widest text-gray-400 uppercase"
-					>Accuracy</th
+					>{m.ocr_table_accuracy()}</th
 				>
 				<th
 					class="border-brand-sand border-b pb-3 text-left text-xs font-bold tracking-widest text-gray-400 uppercase"
-					>Lines</th
+					>{m.ocr_table_lines()}</th
 				>
 				<th
 					class="border-brand-sand border-b pb-3 text-left text-xs font-bold tracking-widest text-gray-400 uppercase"
-					>Actions</th
+					>{m.ocr_table_actions()}</th
 				>
 			</tr>
 		</thead>
@@ -57,10 +58,16 @@ let {
 					<td class="border-brand-sand/50 border-b py-3">
 						<a
 							href="/admin/ocr/{model.personId}"
-							class="font-medium text-brand-navy hover:underline">Details</a
+							class="font-medium text-brand-navy hover:underline">{m.ocr_table_details()}</a
 						>
 					</td>
 				</tr>
+			{:else}
+				<tr>
+					<td colspan="5" class="py-6 text-center text-sm text-gray-400">
+						{m.ocr_no_models()}
+					</td>
+				</tr>
 			{/each}
 		</tbody>
 	</table>
diff --git a/frontend/src/routes/admin/ocr/OcrModelsTable.svelte.spec.ts b/frontend/src/routes/admin/ocr/OcrModelsTable.svelte.spec.ts
index 67ff1e83..160458dd 100644
--- a/frontend/src/routes/admin/ocr/OcrModelsTable.svelte.spec.ts
+++ b/frontend/src/routes/admin/ocr/OcrModelsTable.svelte.spec.ts
@@ -36,9 +36,10 @@ describe('OcrModelsTable', () => {
 		await expect.element(page.getByText(personId)).toBeInTheDocument();
 	});
 
-	it('shows empty state when no models', async () => {
+	it('shows empty state row when no models', async () => {
 		render(OcrModelsTable, { senderModels: [], personNames: {} });
 		const rows = document.querySelectorAll('tbody tr');
-		expect(rows.length).toBe(0);
+		expect(rows.length).toBe(1);
+		expect(rows[0].querySelector('td[colspan="5"]')).not.toBeNull();
 	});
 });
diff --git a/frontend/src/routes/admin/ocr/OcrStatCards.svelte b/frontend/src/routes/admin/ocr/OcrStatCards.svelte
index 6375bdd5..a34c8f46 100644
--- a/frontend/src/routes/admin/ocr/OcrStatCards.svelte
+++ b/frontend/src/routes/admin/ocr/OcrStatCards.svelte
@@ -1,4 +1,6 @@
 <script lang="ts">
+import * as m from '$lib/paraglide/messages.js';
+
 interface Props {
 	availableBlocks?: number;
 	totalOcrBlocks?: number;
@@ -18,19 +20,25 @@ let {
 	<div class="border-brand-sand rounded-sm border bg-white p-6 shadow-sm">
 		<div class="text-3xl font-bold text-brand-navy">{availableBlocks}</div>
 		<div class="mt-2 text-xs font-bold tracking-widest text-gray-400 uppercase">
-			Training blocks
+			{m.ocr_stat_training_blocks()}
 		</div>
 	</div>
 	<div class="border-brand-sand rounded-sm border bg-white p-6 shadow-sm">
 		<div class="text-3xl font-bold text-brand-navy">{totalOcrBlocks}</div>
-		<div class="mt-2 text-xs font-bold tracking-widest text-gray-400 uppercase">Total blocks</div>
+		<div class="mt-2 text-xs font-bold tracking-widest text-gray-400 uppercase">
+			{m.ocr_stat_total_blocks()}
+		</div>
 	</div>
 	<div class="border-brand-sand rounded-sm border bg-white p-6 shadow-sm">
 		<div class="text-3xl font-bold text-brand-navy">{availableDocuments}</div>
-		<div class="mt-2 text-xs font-bold tracking-widest text-gray-400 uppercase">Documents</div>
+		<div class="mt-2 text-xs font-bold tracking-widest text-gray-400 uppercase">
+			{m.ocr_stat_documents()}
+		</div>
 	</div>
 	<div class="border-brand-sand rounded-sm border bg-white p-6 shadow-sm">
 		<div class="text-3xl font-bold text-brand-navy">{availableSegBlocks}</div>
-		<div class="mt-2 text-xs font-bold tracking-widest text-gray-400 uppercase">Seg. blocks</div>
+		<div class="mt-2 text-xs font-bold tracking-widest text-gray-400 uppercase">
+			{m.ocr_stat_seg_blocks()}
+		</div>
 	</div>
 </div>
diff --git a/frontend/src/routes/admin/ocr/OcrStatCards.svelte.spec.ts b/frontend/src/routes/admin/ocr/OcrStatCards.svelte.spec.ts
index f471c57f..83231b19 100644
--- a/frontend/src/routes/admin/ocr/OcrStatCards.svelte.spec.ts
+++ b/frontend/src/routes/admin/ocr/OcrStatCards.svelte.spec.ts
@@ -27,4 +27,9 @@ describe('OcrStatCards', () => {
 		render(OcrStatCards, stats);
 		await expect.element(page.getByText('15')).toBeInTheDocument();
 	});
+
+	it('shows segmentation block count', async () => {
+		render(OcrStatCards, stats);
+		await expect.element(page.getByText('8')).toBeInTheDocument();
+	});
 });
diff --git a/frontend/src/routes/admin/ocr/[personId]/+page.svelte b/frontend/src/routes/admin/ocr/[personId]/+page.svelte
index 272a1b16..9447b6f6 100644
--- a/frontend/src/routes/admin/ocr/[personId]/+page.svelte
+++ b/frontend/src/routes/admin/ocr/[personId]/+page.svelte
@@ -1,9 +1,10 @@
 <script lang="ts">
 import type { PageData } from './$types';
 import TrainingHistory from '$lib/components/TrainingHistory.svelte';
+import * as m from '$lib/paraglide/messages.js';
 
-let { data }: { data: PageData } = $props();
-const personName = $derived(Object.values(data.history.personNames ?? {})[0] ?? 'Unknown');
+let { data, params }: { data: PageData; params: { personId: string } } = $props();
+const personName = $derived(data.history.personNames?.[params.personId] ?? 'Unknown');
 </script>
 
 <div class="flex flex-col gap-6 p-6">
@@ -20,7 +21,7 @@ const personName = $derived(Object.values(data.history.personNames ?? {})[0] ??
 				stroke-width="2"
 				><path stroke-linecap="round" stroke-linejoin="round" d="M15 19l-7-7 7-7" /></svg
 			>
-			OCR
+			{m.admin_tab_ocr()}
 		</a>
 		<h1 class="font-sans text-lg font-bold tracking-widest text-brand-navy uppercase">
 			{personName}
diff --git a/frontend/src/routes/admin/ocr/global/+page.svelte b/frontend/src/routes/admin/ocr/global/+page.svelte
index 1f2c9b22..fa22fe53 100644
--- a/frontend/src/routes/admin/ocr/global/+page.svelte
+++ b/frontend/src/routes/admin/ocr/global/+page.svelte
@@ -1,6 +1,7 @@
 <script lang="ts">
 import type { PageData } from './$types';
 import TrainingHistory from '$lib/components/TrainingHistory.svelte';
+import * as m from '$lib/paraglide/messages.js';
 
 let { data }: { data: PageData } = $props();
 </script>
@@ -19,10 +20,10 @@ let { data }: { data: PageData } = $props();
 				stroke-width="2"
 				><path stroke-linecap="round" stroke-linejoin="round" d="M15 19l-7-7 7-7" /></svg
 			>
-			OCR
+			{m.admin_tab_ocr()}
 		</a>
 		<h1 class="font-sans text-lg font-bold tracking-widest text-brand-navy uppercase">
-			Global History
+			{m.ocr_global_history_heading()}
 		</h1>
 	</div>