diff --git a/apps/web/app/dashboard/admin/page.tsx b/apps/web/app/dashboard/admin/page.tsx
index c1fa4dee..65ac44e1 100644
--- a/apps/web/app/dashboard/admin/page.tsx
+++ b/apps/web/app/dashboard/admin/page.tsx
@@ -163,24 +163,28 @@ function ServerStatsSection() {
       <Table className="lg:w-1/2">
         <TableHeader>
           <TableHead>Job</TableHead>
+          <TableHead>Queued</TableHead>
           <TableHead>Pending</TableHead>
           <TableHead>Failed</TableHead>
         </TableHeader>
         <TableBody>
           <TableRow>
             <TableCell className="lg:w-2/3">Crawling Jobs</TableCell>
-            <TableCell>{serverStats.pendingCrawls}</TableCell>
-            <TableCell>{serverStats.failedCrawls}</TableCell>
+            <TableCell>{serverStats.crawlStats.queuedInRedis}</TableCell>
+            <TableCell>{serverStats.crawlStats.pending}</TableCell>
+            <TableCell>{serverStats.crawlStats.failed}</TableCell>
           </TableRow>
           <TableRow>
             <TableCell>Indexing Jobs</TableCell>
-            <TableCell>{serverStats.pendingIndexing}</TableCell>
-            <TableCell>{serverStats.failedIndexing}</TableCell>
+            <TableCell>{serverStats.indexingStats.queuedInRedis}</TableCell>
+            <TableCell>-</TableCell>
+            <TableCell>-</TableCell>
           </TableRow>
           <TableRow>
-            <TableCell>OpenAI Jobs</TableCell>
-            <TableCell>{serverStats.pendingOpenai}</TableCell>
-            <TableCell>{serverStats.failedOpenai}</TableCell>
+            <TableCell>Inference Jobs</TableCell>
+            <TableCell>{serverStats.inferenceStats.queuedInRedis}</TableCell>
+            <TableCell>{serverStats.inferenceStats.pending}</TableCell>
+            <TableCell>{serverStats.inferenceStats.failed}</TableCell>
           </TableRow>
         </TableBody>
       </Table>
diff --git a/apps/workers/searchWorker.ts b/apps/workers/searchWorker.ts
index fcef7a1b..42a28bc1 100644
--- a/apps/workers/searchWorker.ts
+++ b/apps/workers/searchWorker.ts
@@ -32,7 +32,7 @@ export class SearchIndexingWorker {
 
     worker.on("failed", (job, error) => {
       const jobId = job?.id ?? "unknown";
-      logger.error(`[search][${jobId}] openai job failed: ${error}`);
+      logger.error(`[search][${jobId}] search job failed: ${error}`);
     });
 
     return worker;
diff --git a/packages/trpc/routers/admin.ts b/packages/trpc/routers/admin.ts
index c88a9b00..8792f7ed 100644
--- a/packages/trpc/routers/admin.ts
+++ b/packages/trpc/routers/admin.ts
@@ -16,27 +16,44 @@ export const adminAppRouter = router({
       z.object({
         numUsers: z.number(),
         numBookmarks: z.number(),
-        pendingCrawls: z.number(),
-        failedCrawls: z.number(),
-        pendingIndexing: z.number(),
-        failedIndexing: z.number(),
-        pendingOpenai: z.number(),
-        failedOpenai: z.number(),
+        crawlStats: z.object({
+          queuedInRedis: z.number(),
+          pending: z.number(),
+          failed: z.number(),
+        }),
+        inferenceStats: z.object({
+          queuedInRedis: z.number(),
+          pending: z.number(),
+          failed: z.number(),
+        }),
+        indexingStats: z.object({
+          queuedInRedis: z.number(),
+        }),
       }),
     )
     .query(async ({ ctx }) => {
       const [
         [{ value: numUsers }],
         [{ value: numBookmarks }],
+
+        // Crawls
+        pendingCrawlsInRedis,
         [{ value: pendingCrawls }],
         [{ value: failedCrawls }],
-        pendingIndexing,
-        failedIndexing,
-        pendingOpenai,
-        failedOpenai,
+
+        // Indexing
+        pendingIndexingInRedis,
+
+        // Inference
+        pendingInferenceInRedis,
+        [{ value: pendingInference }],
+        [{ value: failedInference }],
       ] = await Promise.all([
         ctx.db.select({ value: count() }).from(users),
         ctx.db.select({ value: count() }).from(bookmarks),
+
+        // Crawls
+        LinkCrawlerQueue.getWaitingCount(),
         ctx.db
           .select({ value: count() })
           .from(bookmarkLinks)
@@ -45,21 +62,38 @@ export const adminAppRouter = router({
           .select({ value: count() })
           .from(bookmarkLinks)
           .where(eq(bookmarkLinks.crawlStatus, "failure")),
+
+        // Indexing
         SearchIndexingQueue.getWaitingCount(),
-        SearchIndexingQueue.getFailedCount(),
+
+        // Inference
         OpenAIQueue.getWaitingCount(),
-        OpenAIQueue.getFailedCount(),
+        ctx.db
+          .select({ value: count() })
+          .from(bookmarks)
+          .where(eq(bookmarks.taggingStatus, "pending")),
+        ctx.db
+          .select({ value: count() })
+          .from(bookmarks)
+          .where(eq(bookmarks.taggingStatus, "failure")),
       ]);
 
       return {
         numUsers,
         numBookmarks,
-        pendingCrawls,
-        failedCrawls,
-        pendingIndexing,
-        failedIndexing,
-        pendingOpenai,
-        failedOpenai,
+        crawlStats: {
+          queuedInRedis: pendingCrawlsInRedis,
+          pending: pendingCrawls,
+          failed: failedCrawls,
+        },
+        inferenceStats: {
+          queuedInRedis: pendingInferenceInRedis,
+          pending: pendingInference,
+          failed: failedInference,
+        },
+        indexingStats: {
+          queuedInRedis: pendingIndexingInRedis,
+        },
       };
     }),
   recrawlLinks: adminProcedure