diff --git a/package.json b/package.json
index 30582c8..bcca75a 100644
--- a/package.json
+++ b/package.json
@@ -1,6 +1,6 @@
 {
 	"name": "netfelix-audio-fix",
-	"version": "2026.04.14",
+	"version": "2026.04.14.1",
 	"scripts": {
 		"dev:server": "NODE_ENV=development bun --hot server/index.tsx",
 		"dev:client": "vite",
diff --git a/server/api/review.ts b/server/api/review.ts
index bfeecca..451f136 100644
--- a/server/api/review.ts
+++ b/server/api/review.ts
@@ -504,6 +504,24 @@ app.post("/approve-all", (c) => {
 	return c.json({ ok: true, count: pending.length });
 });
 
+// ─── Auto-approve high-confidence ────────────────────────────────────────────
+// Approves every pending plan whose original language came from an authoritative
+// source (radarr/sonarr). Anything with low confidence keeps needing a human.
+app.post("/auto-approve", (c) => {
+	const db = getDb();
+	const pending = db
+		.prepare(
+			"SELECT rp.*, mi.id as item_id FROM review_plans rp JOIN media_items mi ON mi.id = rp.item_id WHERE rp.status = 'pending' AND rp.is_noop = 0 AND rp.confidence = 'high'",
+		)
+		.all() as (ReviewPlan & { item_id: number })[];
+	for (const plan of pending) {
+		db.prepare("UPDATE review_plans SET status = 'approved', reviewed_at = datetime('now') WHERE id = ?").run(plan.id);
+		const { item, streams, decisions } = loadItemDetail(db, plan.item_id);
+		if (item) enqueueAudioJob(db, plan.item_id, buildCommand(item, streams, decisions));
+	}
+	return c.json({ ok: true, count: pending.length });
+});
+
 // ─── Detail ───────────────────────────────────────────────────────────────────
 
 app.get("/:id", (c) => {
diff --git a/src/features/pipeline/ColumnShell.tsx b/src/features/pipeline/ColumnShell.tsx
index 5037fa8..e2533f5 100644
--- a/src/features/pipeline/ColumnShell.tsx
+++ b/src/features/pipeline/ColumnShell.tsx
@@ -1,37 +1,52 @@
 import type { ReactNode } from "react";
 
+export interface ColumnAction {
+	label: string;
+	onClick: () => void;
+	disabled?: boolean;
+	danger?: boolean;
+	primary?: boolean;
+}
+
 interface ColumnShellProps {
 	title: string;
 	count: ReactNode;
-	action?: { label: string; onClick: () => void; disabled?: boolean; danger?: boolean };
+	actions?: ColumnAction[];
 	children: ReactNode;
 }
 
 /**
- * Equal-width pipeline column with a header (title + count + optional action button)
+ * Equal-width pipeline column with a header (title + count + optional action buttons)
  * and a scrolling body. All four pipeline columns share this shell so widths and
  * header layout stay consistent.
  */
-export function ColumnShell({ title, count, action, children }: ColumnShellProps) {
+export function ColumnShell({ title, count, actions, children }: ColumnShellProps) {
 	return (
 		<div className="flex flex-col flex-1 basis-0 min-w-64 min-h-0 bg-gray-50 rounded-lg">
 			<div className="flex items-center justify-between gap-2 px-3 py-2 border-b">
 				<span className="font-medium text-sm truncate">
 					{title} <span className="text-gray-400 font-normal">({count})</span>
 				</span>
-				{action && (
-					<button
-						type="button"
-						onClick={action.onClick}
-						disabled={action.disabled}
-						className={
-							action.danger
-								? "text-xs px-2 py-0.5 rounded border border-red-200 text-red-700 hover:bg-red-50 disabled:opacity-40 disabled:cursor-not-allowed"
-								: "text-xs px-2 py-0.5 rounded border border-gray-300 text-gray-600 hover:bg-gray-100 disabled:opacity-40 disabled:cursor-not-allowed"
-						}
-					>
-						{action.label}
-					</button>
+				{actions && actions.length > 0 && (
+					<div className="flex items-center gap-1">
+						{actions.map((a) => (
+							<button
+								key={a.label}
+								type="button"
+								onClick={a.onClick}
+								disabled={a.disabled}
+								className={
+									a.danger
+										? "text-xs px-2 py-0.5 rounded border border-red-200 text-red-700 hover:bg-red-50 disabled:opacity-40 disabled:cursor-not-allowed"
+										: a.primary
+											? "text-xs px-2 py-0.5 rounded border border-blue-600 bg-blue-600 text-white hover:bg-blue-700 disabled:opacity-40 disabled:cursor-not-allowed"
+											: "text-xs px-2 py-0.5 rounded border border-gray-300 text-gray-600 hover:bg-gray-100 disabled:opacity-40 disabled:cursor-not-allowed"
+								}
+							>
+								{a.label}
+							</button>
+						))}
+					</div>
 				)}
 			</div>
 			<div className="flex-1 overflow-y-auto p-2 space-y-1">{children}</div>
diff --git a/src/features/pipeline/DoneColumn.tsx b/src/features/pipeline/DoneColumn.tsx
index ad5619d..9a2ffd7 100644
--- a/src/features/pipeline/DoneColumn.tsx
+++ b/src/features/pipeline/DoneColumn.tsx
@@ -18,7 +18,7 @@ export function DoneColumn({ items, onMutate }: DoneColumnProps) {
 		<ColumnShell
 			title="Done"
 			count={items.length}
-			action={items.length > 0 ? { label: "Clear", onClick: clear } : undefined}
+			actions={items.length > 0 ? [{ label: "Clear", onClick: clear }] : undefined}
 		>
 			{items.map((item) => (
 				<div key={item.id} className="rounded border bg-white p-2">
diff --git a/src/features/pipeline/ProcessingColumn.tsx b/src/features/pipeline/ProcessingColumn.tsx
index 42dcb6c..698a9eb 100644
--- a/src/features/pipeline/ProcessingColumn.tsx
+++ b/src/features/pipeline/ProcessingColumn.tsx
@@ -51,7 +51,7 @@ export function ProcessingColumn({ items, progress, queueStatus, onMutate }: Pro
 		<ColumnShell
 			title="Processing"
 			count={job ? 1 : 0}
-			action={job ? { label: "Stop", onClick: stop, danger: true } : undefined}
+			actions={job ? [{ label: "Stop", onClick: stop, danger: true }] : undefined}
 		>
 			{queueStatus && queueStatus.status !== "running" && (
 				<div className="mb-2 text-xs text-gray-500 bg-white rounded border p-2">
diff --git a/src/features/pipeline/QueueColumn.tsx b/src/features/pipeline/QueueColumn.tsx
index 83b1bd0..6c0c0bb 100644
--- a/src/features/pipeline/QueueColumn.tsx
+++ b/src/features/pipeline/QueueColumn.tsx
@@ -19,7 +19,7 @@ export function QueueColumn({ items, onMutate }: QueueColumnProps) {
 		<ColumnShell
 			title="Queued"
 			count={items.length}
-			action={items.length > 0 ? { label: "Clear", onClick: clear } : undefined}
+			actions={items.length > 0 ? [{ label: "Clear", onClick: clear }] : undefined}
 		>
 			{items.map((item) => (
 				<div key={item.id} className="rounded border bg-white p-2">
diff --git a/src/features/pipeline/ReviewColumn.tsx b/src/features/pipeline/ReviewColumn.tsx
index c923fca..d7f9d19 100644
--- a/src/features/pipeline/ReviewColumn.tsx
+++ b/src/features/pipeline/ReviewColumn.tsx
@@ -27,6 +27,12 @@ export function ReviewColumn({ items, total, jellyfinUrl, onMutate }: ReviewColu
 		onMutate();
 	};
 
+	const autoApprove = async () => {
+		const res = await api.post<{ ok: boolean; count: number }>("/api/review/auto-approve");
+		onMutate();
+		if (res.count === 0) alert("No high-confidence items to auto-approve.");
+	};
+
 	const approveItem = async (itemId: number) => {
 		await api.post(`/api/review/${itemId}/approve`);
 		onMutate();
@@ -62,7 +68,14 @@ export function ReviewColumn({ items, total, jellyfinUrl, onMutate }: ReviewColu
 		<ColumnShell
 			title="Review"
 			count={truncated ? `${items.length} of ${total}` : total}
-			action={total > 0 ? { label: "Skip all", onClick: skipAll } : undefined}
+			actions={
+				total > 0
+					? [
+							{ label: "Auto Review", onClick: autoApprove, primary: true },
+							{ label: "Skip all", onClick: skipAll },
+						]
+					: undefined
+			}
 		>
 			<div className="space-y-2">
 				{allItems.map((entry) => {