diff --git a/docs/examples/low_level/ingestion.ipynb b/docs/examples/low_level/ingestion.ipynb
index a1e06709ecf185f8749dd2061f93b066f7773b11..caf150bd3a24712359b824e9d68752d411fbae97 100644
--- a/docs/examples/low_level/ingestion.ipynb
+++ b/docs/examples/low_level/ingestion.ipynb
@@ -33,7 +33,7 @@
    "id": "tsHaUeqRpflK",
    "metadata": {},
    "source": [
-    "# Pinecone\n",
+    "## Pinecone\n",
     "\n",
     "You will need a [pinecone.io](https://www.pinecone.io/) api key for this tutorial. You can [sign up for free](https://app.pinecone.io/?sessionType=signup) to get a Starter account.\n",
     "\n",
@@ -79,7 +79,7 @@
    "id": "22fb9e0a-566b-4f34-b9cf-72193cb51adb",
    "metadata": {},
    "source": [
-    "# OpenAI\n",
+    "## OpenAI\n",
     "\n",
     "You will need an [OpenAI](https://openai.com/) api key for this tutorial. Login to your [platform.openai.com](https://platform.openai.com/) account, click on your profile picture in the upper right corner, and choose 'API Keys' from the menu. Create an API key for this tutorial and save it. You will need it below."
    ]
diff --git a/docs/examples/low_level/oss_ingestion_retrieval.ipynb b/docs/examples/low_level/oss_ingestion_retrieval.ipynb
index c987de9e0616e5e1f75093bfb441da90613696ea..1aeaf0f270fade81b0788e104dc2259a40e39e72 100644
--- a/docs/examples/low_level/oss_ingestion_retrieval.ipynb
+++ b/docs/examples/low_level/oss_ingestion_retrieval.ipynb
@@ -21,7 +21,7 @@
     "Notably, we use a fully open-source stack:\n",
     "\n",
     "- Sentence Transformers as the embedding model\n",
-    "- Postgres as the vector store (we support many other [vector stores](https://gpt-index.readthedocs.io/en/stable/core_modules/data_modules/storage/vector_stores.html) too!)\n",
+    "- Postgres as the vector store (we support many other [vector stores](https://gpt-index.readthedocs.io/en/stable/module_guides/storing/vector_stores.html) too!)\n",
     "- Llama 2 as the LLM (through [llama.cpp](https://github.com/ggerganov/llama.cpp))"
    ]
   },
@@ -147,7 +147,7 @@
     "\n",
     "Using an existing postgres running at localhost, create the database we'll be using.\n",
     "\n",
-    "**NOTE**: Of course there are plenty of other open-source/self-hosted databases you can use! e.g. Chroma, Qdrant, Weaviate, and many more. Take a look at our [vector store guide](https://gpt-index.readthedocs.io/en/stable/core_modules/data_modules/storage/vector_stores.html).\n",
+    "**NOTE**: Of course there are plenty of other open-source/self-hosted databases you can use! e.g. Chroma, Qdrant, Weaviate, and many more. Take a look at our [vector store guide](https://gpt-index.readthedocs.io/en/stable/module_guides/storing/vector_stores.html).\n",
     "\n",
     "**NOTE**: You will need to setup postgres on your local system. Here's an example of how to set it up on OSX: https://www.sqlshack.com/setting-up-a-postgresql-database-on-mac/.\n",
     "\n",