diff --git a/notebooks/searching-all-of-wikipedia/notebook.ipynb b/notebooks/searching-all-of-wikipedia/notebook.ipynb
index 93e2daaa..7eda4278 100644
--- a/notebooks/searching-all-of-wikipedia/notebook.ipynb
+++ b/notebooks/searching-all-of-wikipedia/notebook.ipynb
@@ -308,7 +308,7 @@
       "source": [
         "## Part 3: Building the vector indexes\n",
         "\n",
-        "Now, we have all the data in our table `vecs`. Let's go ahead and build our vector index. SingleStore gives us many options for our index with many tunable parameters. We will stick with the IVF indexes with default parameters."
+        "Now, we have all the data in our table `vecs`. Let's go ahead and build our vector index. SingleStore gives us many options for our index with many tunable parameters. We will stick with the `IVF_PQFS` and `HNSW_FLAT` indexes with default parameters."
       ]
     },
     {
@@ -319,7 +319,7 @@
       "outputs": [],
       "source": [
         "%%sql\n",
-        "alter table vecs add vector index auto (v) INDEX_OPTIONS '{\"index_type\":\"AUTO\"}';"
+        "alter table vecs add vector index ivf_pqfs (v) INDEX_OPTIONS '{\"index_type\":\"IVF_PQFS\"}';"
       ]
     },
     {
@@ -330,18 +330,7 @@
       "outputs": [],
       "source": [
         "%%sql\n",
-        "alter table vecs add vector index ivf_flat (v) INDEX_OPTIONS '{\"index_type\":\"IVF_FLAT\"}';"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 14,
-      "id": "55de3a82-4e6f-4e8b-9fbd-8f5370fd4145",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "%%sql\n",
-        "alter table vecs add vector index ivf_pq (v) INDEX_OPTIONS '{\"index_type\":\"IVF_PQ\"}';"
+        "alter table vecs add vector index hnsw_flat (v) INDEX_OPTIONS '{\"index_type\":\"HNSW_FLAT\"}';"
       ]
     },
     {
@@ -389,7 +378,7 @@
         "-- AUTO index\n",
         "select paragraph, v <*> @qv as sim\n",
         "from vecs\n",
-        "order by sim use index (auto) desc\n",
+        "order by sim use index (ivf_pqfs) desc\n",
         "limit 5;"
       ]
     },
@@ -406,24 +395,7 @@
         "-- IVF_FLAT\n",
         "select paragraph, v <*> @qv as sim\n",
         "from vecs\n",
-        "order by sim use index (ivf_flat) desc\n",
-        "limit 5;"
-      ]
-    },
-    {
-      "cell_type": "code",
-      "execution_count": 18,
-      "id": "40ea859c-c57a-4624-965f-94a18cd05c90",
-      "metadata": {},
-      "outputs": [],
-      "source": [
-        "%%sql\n",
-        "set @qv = (select v from vecs where id = 1125899906845489);\n",
-        "\n",
-        "-- IVF_PQ\n",
-        "select paragraph, v <*> @qv as sim\n",
-        "from vecs\n",
-        "order by sim use index (ivf_pq) desc\n",
+        "order by sim use index (hnsw_flat) desc\n",
         "limit 5;"
       ]
     },
@@ -464,7 +436,7 @@
         "vs as (\n",
         "    select id, paragraph, v <*> @v_mario as score\n",
         "    from vecs\n",
-        "    order by score use index (auto) desc\n",
+        "    order by score use index (ivf_pqfs) desc\n",
         "    limit 200\n",
         ")\n",
         "select vs.id,\n",
@@ -567,7 +539,7 @@
         "    statement = sa.text(\n",
         "        f'''select paragraph, v <*> :query_embedding :> vector(1536) AS similarity\n",
         "        from vecs\n",
-        "        order by similarity use index (auto) desc\n",
+        "        order by similarity use index (ivf_pqfs) desc\n",
         "        limit :limit;'''\n",
         "    )\n",
         "    print(\"Searching for matches...\")\n",