diff --git a/web/apps/photos/src/pages/gallery/index.tsx b/web/apps/photos/src/pages/gallery/index.tsx
index 9bd21abecd..04b4e611e7 100644
--- a/web/apps/photos/src/pages/gallery/index.tsx
+++ b/web/apps/photos/src/pages/gallery/index.tsx
@@ -6,6 +6,7 @@ import {
     getLocalFiles,
     getLocalTrashedFiles,
 } from "@/new/photos/services/files";
+import { wipClusterEnable } from "@/new/photos/services/ml";
 import { EnteFile } from "@/new/photos/types/file";
 import { mergeMetadata } from "@/new/photos/utils/file";
 import { CenteredFlex } from "@ente/shared/components/Container";
@@ -669,6 +670,17 @@ export default function Gallery() {
         };
     }, [selectAll, clearSelection]);
 
+    useEffect(() => {
+        // TODO-Cluster
+        if (process.env.NEXT_PUBLIC_ENTE_WIP_CL) {
+            setTimeout(() => {
+                void wipClusterEnable().then(
+                    (y) => y && router.push("cluster-debug"),
+                );
+            }, 2000);
+        }
+    }, []);
+
     const fileToCollectionsMap = useMemoSingleThreaded(() => {
         return constructFileToCollectionMap(files);
     }, [files]);