diff --git a/docs/docs/use_cases/question_answering/query_analysis.ipynb b/docs/docs/use_cases/question_answering/query_analysis.ipynb
index 356eb15c0215f..b1af900ce5be8 100644
--- a/docs/docs/use_cases/question_answering/query_analysis.ipynb
+++ b/docs/docs/use_cases/question_answering/query_analysis.ipynb
@@ -1522,18 +1522,14 @@
    "source": [
     "question = \"What are the most popular videos about RAG?\"\n",
     "queries = [\n",
-    "    LangChainYouTubeSearch(title_search=\"RAG\", sort_by=\"view_count\", relevance_rank=1),\n",
-    "    LangChainYouTubeSearch(\n",
-    "        content_search=\"RAG\", sort_by=\"view_count\", relevance_rank=2\n",
-    "    ),\n",
-    "    LangChainYouTubeSearch(\n",
+    "    TutorialSearch(title_search=\"RAG\", sort_by=\"view_count\", relevance_rank=1),\n",
+    "    TutorialSearch(content_search=\"RAG\", sort_by=\"view_count\", relevance_rank=2),\n",
+    "    TutorialSearch(\n",
     "        content_search=\"retrieval augmented generation\",\n",
     "        sort_by=\"view_count\",\n",
     "        relevance_rank=3,\n",
     "    ),\n",
-    "    LangChainYouTubeSearch(\n",
-    "        content_search=\"retrieval\", sort_by=\"view_count\", relevance_rank=4\n",
-    "    ),\n",
+    "    TutorialSearch(content_search=\"retrieval\", sort_by=\"view_count\", relevance_rank=4),\n",
     "]\n",
     "examples.append({\"input\": question, \"tool_calls\": queries})"
    ]
@@ -1547,13 +1543,13 @@
    "source": [
     "question = \"What are some short videos about agentic systems with local models?\"\n",
     "queries = [\n",
-    "    LangChainYouTubeSearch(\n",
+    "    TutorialSearch(\n",
     "        content_search=\"how to build an agent using a local model\",\n",
     "        sort_by=\"length\",\n",
     "        sort_order=\"ascending\",\n",
     "        relevance_rank=1,\n",
     "    ),\n",
-    "    LangChainYouTubeSearch(\n",
+    "    TutorialSearch(\n",
     "        title_search=\"agent local model\",\n",
     "        sort_by=\"length\",\n",
     "        sort_order=\"ascending\",\n",