diff --git a/apps/admin/src/app/ops/page.tsx b/apps/admin/src/app/ops/page.tsx
index f9312c7..bf7aad5 100644
--- a/apps/admin/src/app/ops/page.tsx
+++ b/apps/admin/src/app/ops/page.tsx
@@ -47,7 +47,14 @@ export default function OpsPage() {
   return (
     <AdminShell>
       <div className="space-y-8">
-        <h1 className="text-xl font-semibold">Ops actions</h1>
+        <div>
+          <h1 className="text-xl font-semibold">Ops</h1>
+          <p className="text-sm text-gray-500 mt-1">
+            Live system controls — toggle shadow recommendation policies, replay past signals
+            for backfill or debugging, and find per-user actions (token revoke, bandit reset)
+            on the <a href="/users" className="text-indigo-400 hover:underline">Users page</a>.
+          </p>
+        </div>
         {msg && <p className="text-green-400 text-sm">{msg}</p>}
         {error && <p className="text-red-400 text-sm">{error}</p>}
 
@@ -100,14 +107,6 @@ export default function OpsPage() {
           </div>
         </section>
 
-        {/* User-level ops */}
-        <section className="space-y-3">
-          <h2 className="text-base font-medium text-gray-300">User-level actions</h2>
-          <p className="text-sm text-gray-500">
-            Revoke integration tokens and reset bandit state are available on the{' '}
-            <a href="/users" className="text-indigo-400 hover:underline">Users page</a> — navigate to a user detail view.
-          </p>
-        </section>
       </div>
     </AdminShell>
   );