diff --git a/docs/genai/02_onboarding/02_setup.mdx b/docs/genai/02_onboarding/02_setup.mdx
index 23fdab274c..71f2bb980e 100644
--- a/docs/genai/02_onboarding/02_setup.mdx
+++ b/docs/genai/02_onboarding/02_setup.mdx
@@ -3,9 +3,6 @@
 ## Accessing your workspace
 Login to Portkey at [`app.portkey.ai`](https://app.portkey.ai/login) with the `Single-sign-on` option using your NYU NetID. Once you're in, you'll be placed in the "Shared Workspace" by default. You can navigate to your workspace by selecting it from the workspace drop-down list from the top of the left sidebar.
 
-## Virtual Keys
-As workspace member you will be able to access virtual keys by clicking on the "Virtual Keys" item on the left sidebar in the "AI Gateway" section. You will have access to virtual keys added by the RTS team, but as an end-user, you will not have the ability to add them.
-
 ## API Keys
 The first task we recommend that you perform is to create a "User" API key for yourself. Click on the "API Keys" item on the left sidebar. Once you hit the create button you'd be able to choose the type (User/Service), optional items like config and metadata. In addition, you are free to choose as many or as few permissions you'd provide the API key.
 
@@ -17,4 +14,7 @@ Having a "User" API key is a pre-requisite for using the [prompt playground](htt
 The only difference between user and service keys is that the logs with user key will have the NetID of the user as part of the metadata while the services will not. We recommend service keys to be used when you're creating end user applications like chatbots and stick to user keys otherwise. 
 :::
 
+## ModelCatalog
+You can view the LLMs you have access to via the ModelCatalog item on the left sidebar. Once in the ModelCtalog panel, you'll be able to view a list of providers and models. Each provider facilitates access to one or more LLMs and has a budget limit that can be increased upon request.
+
 You now have everything you need to send your first request to an LLM. The next section demonstrates an example.
diff --git a/docs/genai/02_onboarding/03_quickstart.mdx b/docs/genai/02_onboarding/03_quickstart.mdx
index f11c8a393a..5fb58ecc27 100644
--- a/docs/genai/02_onboarding/03_quickstart.mdx
+++ b/docs/genai/02_onboarding/03_quickstart.mdx
@@ -21,16 +21,18 @@ from portkey_ai import Portkey
 
 portkey = Portkey(
     base_url="https://ai-gateway.apps.cloud.rt.nyu.edu/v1/",
-    api_key="",  # Replace with your Portkey API key
-    virtual_key="",  # Replace with your virtual key
+    api_key="", # Replace with your API key!
 )
 
 completion = portkey.chat.completions.create(
+    model="@vertexai/gemini-2.5-flash", # Replace with a model available to you!
     messages=[
         {"role": "system", "content": "You are not a helpful assistant"},
-        {"role": "user", "content": "Say this is a test"},
+        {
+            "role": "user",
+            "content": "Complete the following sentence:The sun is shining and the sky is",
+        },
     ],
-    model="", # Replace with the LLM model you'd like to use
 )
 
 print(completion)
diff --git a/docs/genai/04_how_to_guides/01_temperature.md b/docs/genai/04_how_to_guides/01_temperature.md
index 7db07eb963..b92cf211a5 100644
--- a/docs/genai/04_how_to_guides/01_temperature.md
+++ b/docs/genai/04_how_to_guides/01_temperature.md
@@ -16,11 +16,12 @@ from portkey_ai import Portkey
 
 portkey = Portkey(
     base_url="https://ai-gateway.apps.cloud.rt.nyu.edu/v1/",
-    api_key="",  # Replace with your Portkey API key
-    virtual_key="",  # Replace with your virtual key
+    api_key="", # Replace with your API key!
 )
 
 completion = portkey.chat.completions.create(
+    model="@vertexai/gemini-2.5-flash",
+    temperature=2.0,
     messages=[
         {"role": "system", "content": "You are not a helpful assistant"},
         {
@@ -28,8 +29,6 @@ completion = portkey.chat.completions.create(
             "content": "Complete the following sentence:The sun is shining and the sky is",
         },
     ],
-    model="gemini-2.5-flash-preview-04-17",
-    temperature=2.0, #tweak this parameter!
 )
 
 print(completion)
diff --git a/docs/genai/04_how_to_guides/02_embeddings.mdx b/docs/genai/04_how_to_guides/02_embeddings.mdx
index 5685d45bb0..972313dab2 100644
--- a/docs/genai/04_how_to_guides/02_embeddings.mdx
+++ b/docs/genai/04_how_to_guides/02_embeddings.mdx
@@ -23,11 +23,10 @@ from portkey_ai import Portkey
 portkey = Portkey(
     base_url="https://ai-gateway.apps.cloud.rt.nyu.edu/v1/",
     api_key="",  # Replace with your Portkey API key
-    virtual_key="",  # Replace with your virtual key
 )
 
 response = portkey.embeddings.create(
-    model="text-embedding-3-small",
+    model="@AI-Provider/text-embedding-3-small", # Replace with AI Provider from your workspace!
     input="GenAI can be used for research.",
     encoding_format="float",
     dimensions=32,