diff --git a/packages/bigframes/notebooks/generative_ai/ai_functions.ipynb b/packages/bigframes/notebooks/generative_ai/ai_functions.ipynb
index 3783ad836517..13234414df5e 100644
--- a/packages/bigframes/notebooks/generative_ai/ai_functions.ipynb
+++ b/packages/bigframes/notebooks/generative_ai/ai_functions.ipynb
@@ -78,7 +78,7 @@
    "source": [
     "import bigframes.pandas as bpd \n",
     "\n",
-    "PROJECT_ID = \"\" # Your project ID here\n",
+    "PROJECT_ID = \"\" # @param {type:\"string\"}\n",
     "\n",
     "bpd.options.bigquery.project = PROJECT_ID\n",
     "bpd.options.bigquery.ordering_mode = \"partial\"\n",
diff --git a/packages/bigframes/notebooks/generative_ai/ai_movie_poster.ipynb b/packages/bigframes/notebooks/generative_ai/ai_movie_poster.ipynb
index b25e2b556e65..95d2e5842c15 100644
--- a/packages/bigframes/notebooks/generative_ai/ai_movie_poster.ipynb
+++ b/packages/bigframes/notebooks/generative_ai/ai_movie_poster.ipynb
@@ -102,9 +102,9 @@
       "source": [
         "import bigframes.pandas as bpd\n",
         "\n",
-        "MY_RPOJECT_ID = \"bigframes-dev\" # @param {type:\"string\"}\n",
+        "PROJECT_ID = \"bigframes-dev\" # @param {type:\"string\"}\n",
         "\n",
-        "bpd.options.bigquery.project = MY_RPOJECT_ID"
+        "bpd.options.bigquery.project = PROJECT_ID"
       ]
     },
     {
diff --git a/packages/bigframes/notebooks/generative_ai/bq_dataframes_llm_output_schema.ipynb b/packages/bigframes/notebooks/generative_ai/bq_dataframes_llm_output_schema.ipynb
index 5399363e3484..b3e2e4ebc84d 100644
--- a/packages/bigframes/notebooks/generative_ai/bq_dataframes_llm_output_schema.ipynb
+++ b/packages/bigframes/notebooks/generative_ai/bq_dataframes_llm_output_schema.ipynb
@@ -169,9 +169,9 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "PROJECT = \"\" # replace with your project\n",
+    "PROJECT_ID = \"\" # @param {type:\"string\"}\n",
     "import bigframes\n",
-    "bigframes.options.bigquery.project = PROJECT\n",
+    "bigframes.options.bigquery.project = PROJECT_ID\n",
     "bigframes.options.display.progress_bar = None\n",
     "\n",
     "import bigframes.pandas as bpd\n",
diff --git a/packages/bigframes/notebooks/remote_functions/remote_function_vertex_claude_model.ipynb b/packages/bigframes/notebooks/remote_functions/remote_function_vertex_claude_model.ipynb
index 017ed596a2fc..dfc993072cf3 100644
--- a/packages/bigframes/notebooks/remote_functions/remote_function_vertex_claude_model.ipynb
+++ b/packages/bigframes/notebooks/remote_functions/remote_function_vertex_claude_model.ipynb
@@ -94,11 +94,11 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "PROJECT = \"bigframes-dev\" # replace with your project\n",
+    "PROJECT_ID = \"bigframes-dev\" # @param {type:\"string\"}\n",
     "LOCATION = \"us-east5\""
    ]
   },
@@ -115,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -123,7 +123,7 @@
     "# and location\n",
     "\n",
     "import bigframes.pandas as bpd\n",
-    "bpd.options.bigquery.project = PROJECT\n",
+    "bpd.options.bigquery.project = PROJECT_ID\n",
     "bpd.options.bigquery.location = LOCATION"
    ]
   },
@@ -229,7 +229,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [
     {
@@ -255,7 +255,7 @@
     ")\n",
     "def anthropic_transformer(message: str) -> str:\n",
     "  from anthropic import AnthropicVertex\n",
-    "  client = AnthropicVertex(region=LOCATION, project_id=PROJECT)\n",
+    "  client = AnthropicVertex(region=LOCATION, project_id=PROJECT_ID)\n",
     "\n",
     "  message = client.messages.create(\n",
     "              max_tokens=1024,\n",