diff --git a/examples/llm/agents/README.md b/examples/llm/agents/README.md
index bb5c1d9bc..ef7cfcb64 100644
--- a/examples/llm/agents/README.md
+++ b/examples/llm/agents/README.md
@@ -126,10 +126,13 @@ This example demonstrates the basic implementation of Morpheus pipeline, showcas
 - Stores and manages the results within the pipeline using an InMemorySinkStage.
 
 
+To run the example with default options, use the following command:
 ```bash
-python examples/llm/main.py agents simple [OPTIONS]
+python examples/llm/main.py --log_level=info agents simple
 ```
 
+Available options for the simple pipeline are as follows:
+
 ### Options:
 - `--use_cpu_only`
     - **Description**: Run in CPU only mode
diff --git a/examples/llm/completion/README.md b/examples/llm/completion/README.md
index 562e1a102..92790caa5 100644
--- a/examples/llm/completion/README.md
+++ b/examples/llm/completion/README.md
@@ -145,6 +145,5 @@ python examples/llm/main.py completion [OPTIONS] COMMAND [ARGS]...
 ### Running Morpheus Pipeline with OpenAI LLM service
 
 ```bash
-
 python examples/llm/main.py completion pipeline --llm_service OpenAI
 ```
diff --git a/examples/llm/rag/README.md b/examples/llm/rag/README.md
index f7c0863b5..e2087fa12 100644
--- a/examples/llm/rag/README.md
+++ b/examples/llm/rag/README.md
@@ -96,14 +96,6 @@ The standalone Morpheus pipeline is built using the following components:
 
 Before running the pipeline, we need obtain service API keys for the following services:
 
-### Ensure that LFS files are downloaded
-
-To retrieve datasets from LFS run the following:
-
-```bash
-./scripts/fetch_data.py fetch datasets
-```
-
 ### Obtain an OpenAI API or NGC API Key
 
 #### NGC
diff --git a/examples/llm/vdb_upload/README.md b/examples/llm/vdb_upload/README.md
index b892de215..15fcf60dd 100644
--- a/examples/llm/vdb_upload/README.md
+++ b/examples/llm/vdb_upload/README.md
@@ -123,16 +123,21 @@ Before running the pipeline, we need to ensure that the following services are r
 
 #### Ensure LFS files are downloaded
 
-To retrieve datasets from LFS run the following:
+To retrieve the datasets from LFS run the following:
 
 ```bash
-./scripts/fetch_data.py fetch datasets
+./scripts/fetch_data.py fetch examples
 ```
 
 #### Milvus Service
 
-- Follow the instructions [here](https://milvus.io/docs/install_standalone-docker.md) to install and run a Milvus
-  service.
+- Refer to the [Milvus documentation](https://milvus.io/docs/install-overview.md) for more details on running Milvus. For the purposes of testing the pipeline, we will launch an instance of Milvus Lite.
+
+From the root of the Morpheus repository, run the following to launch Milvus in a separate terminal:
+```bash
+mkdir -p .tmp/milvusdb
+milvus-server --data .tmp/milvusdb
+```
 
 #### Triton Service