diff --git a/README.md b/README.md
index 4dcd03d9ce..795e602d6a 100644
--- a/README.md
+++ b/README.md
@@ -128,6 +128,15 @@ To create a new connection, click the `New Connections` (plug) icon, in the left
 
 ![alt text](docs/images/new-connection.jpg "New Connection")
 
+
+Note: For using VOTT web , you need to have Azure subscription
+
+When using Bing image search as connection, one needs to create an API key. This can be obtained from the azure portal when creating a Azure cognitive search resource.
+
+![alt text](docs/images/API-Key.jpg "VoTT using Bing Image Search")
+
+
+
 ### Creating a New Project
 
 Labeling workflows in VoTT revolve around projects - a collection of configurations and settings that persist.
@@ -207,9 +216,9 @@ In addition, users may choose to export
 * only visited assets
 * only tagged assets
 
-Click on the `Export` (arrow) icon in the left hand navigation. Select the appropriate export provider and which assets to export. The percentage separated into testing and training sets can be adjusted here too.
+Click on the `Export` (arrow) icon in the left hand navigation. Select the appropriate export provider and which assets to export. 
 
-![alt text](docs/images/export-labels.jpg "Export Labels")
+![alt text](docs/images/export-label.jpg "Export Labels")
 
 ### Keyboard Shortcuts
 
diff --git a/azure-pipelines/create-release.yml b/azure-pipelines/create-release.yml
index 3f7d0472a4..c48467106e 100644
--- a/azure-pipelines/create-release.yml
+++ b/azure-pipelines/create-release.yml
@@ -8,7 +8,7 @@ variables:
   DEV_STORAGE_ACCOUNT: 'vottdev'
   PROD_STORAGE_ACCOUNT: 'vott'
   DEV_URL: "https://vottdev.z5.web.core.windows.net/"
-  PROD_URL: "https://vott.z22.web.core.windows.net/"
+  PROD_URL: "https://vott.z22.web.core.windows.net/  (Recommended)"
 
 stages:
 - stage: version_bump_commit
diff --git a/docs/images/API-Key.jpg b/docs/images/API-Key.jpg
new file mode 100644
index 0000000000..d9c6fc713b
Binary files /dev/null and b/docs/images/API-Key.jpg differ
diff --git a/docs/images/export-label.jpg b/docs/images/export-label.jpg
new file mode 100644
index 0000000000..52942558d2
Binary files /dev/null and b/docs/images/export-label.jpg differ
diff --git a/docs/images/export-labels.jpg b/docs/images/export-labels.jpg
deleted file mode 100644
index 2dff477e58..0000000000
Binary files a/docs/images/export-labels.jpg and /dev/null differ