diff --git a/panels/ModelCheckpointComparison/ModelCheckpointComparison.py b/panels/ModelCheckpointComparison/ModelCheckpointComparison.py
index d48c93b..50c7ef9 100644
--- a/panels/ModelCheckpointComparison/ModelCheckpointComparison.py
+++ b/panels/ModelCheckpointComparison/ModelCheckpointComparison.py
@@ -6,18 +6,7 @@
 
 st.set_page_config(layout="wide")
 
-api_key = st.sidebar.text_input(
-    "Comet API key:", 
-    value=os.environ.get("COMET_REAL_API_KEY", ""), 
-    type="password"
-)
-if not api_key:
-    st.info("Enter your Comet API key on left sidebar", icon="ℹ️")
-    st.stop()
-
-os.environ["COMET_REAL_API_KEY"] = api_key
-
-api = API(api_key)
+api = API()
 experiments = api.get_panel_experiments()
 
 if len(experiments) > 1:
@@ -104,35 +93,6 @@ def filter_keys(data, keys):
     
     st.dataframe(df, use_container_width=True)
 
-    # Model registration form
-    st.header("Create Model Artifact")
-    
-    # Select a model to register
-    model_names = df['Model-Name'].unique().tolist()
-    selected_model = st.selectbox("Select a model:", model_names)
-
-    # Model name input
-    workspace = api.get_panel_workspace()
-    artifacts = api.get_artifact_list(workspace)["artifacts"]
-    artifact_names = [artifact["name"] for artifact in artifacts]
-    artifact_name = st.selectbox("Select an Artifact:", artifact_names, help = "A new version will be created within this artifact")
-    def create_artifact():
-        try:
-            api_experiment.download_model(selected_model, f"./{selected_model}")
-            # Filter and get the "Asset-Name" where "Model-Name" is "checkpoint_0"
-            asset_name = df.loc[df["Model-Name"] == selected_model, "Asset-Name"].values[0]
-            path = f'./{selected_model}/{asset_name}'
-            artifact = Artifact(name=artifact_name, metadata = {"model_checkpoint":path, f"{step_or_epoch}": df.loc[df["Model-Name"] == selected_model, f"metadata.{step_or_epoch}"].values[0]})
-            artifact.add(path)
-            #exp = ExistingExperiment(api_key = api_key, experiment_key=api_experiment.key)
-            exp = start(api_key = api_key, mode="get", experiment_key=api_experiment.key)
-            exp.log_artifact(artifact)
-            st.success("Artifact Created Successfully!")
-            exp.end()
-        except Exception as e:
-            ui.display_text(f"Error registering model: {str(e)}")
-
-    st.button("Create Model Artifact", on_click=create_artifact)
 
 else:
     ui.display('No models logged to this experiment')
\ No newline at end of file
diff --git a/panels/ModelCheckpointComparison/README.md b/panels/ModelCheckpointComparison/README.md
index b2d2263..bef6f3a 100644
--- a/panels/ModelCheckpointComparison/README.md
+++ b/panels/ModelCheckpointComparison/README.md
@@ -62,6 +62,19 @@ Or, you can simply [copy the code](https://raw.githubusercontent.com/comet-ml/co
 
 #### How it works
 
-The Python panel will retrieve a list of your model checkpoints, then use the epoch values logged to the checkpoint metadata to fine the value of the specific metric at that epoch.
+The Python panel will retrieve a list of your model checkpoints, then use the epoch values logged to the checkpoint metadata to find the value of the specific metric at that epoch.
 
+Once you have decided on which checkpoint you want to move forward with, you can then click the 'Register Model' button in the top right corner of the experiment page to promote that checkpoint to the Comet Model Registry.
 
+<table>
+<tr>
+<td>
+<img src="https://raw.githubusercontent.com/comet-ml/comet-examples/refs/heads/master/panels/ModelCheckpointComparison/register-model-button.png"
+     style="max-width: 300px; max-height: 300px;">
+</img>
+</td>
+</tr>
+</table>
+
+
+See [here](https://www.comet.com/docs/v2/guides/model-registry/using-model-registry/#register-a-model-from-comet-ui) for further documentation on promoting models to the model registry.
\ No newline at end of file
diff --git a/panels/ModelCheckpointComparison/register-model-button.png b/panels/ModelCheckpointComparison/register-model-button.png
new file mode 100644
index 0000000..3f3a04b
Binary files /dev/null and b/panels/ModelCheckpointComparison/register-model-button.png differ