Resolved the comments

Author: PrekshithD-Microsoft

infra/bicep/modules/ai/ai-foundry-project.bicep

@@ -105,8 +105,8 @@ output projectResourceId string = aiProject.id
 @description('Name of the Azure AI Foundry project.')
 output projectName string = aiProject.name
 
-@description('Azure AI Foundry project endpoint.')
-output projectEndpoint string = aiProject.properties.endpoints['Azure AI Foundry API']
+@description('AI Foundry project endpoint.')
+output projectEndpoint string = aiProject.properties.endpoints['AI Foundry API']
 
 @description('System-assigned identity principal ID of the project.')
 output projectIdentityPrincipalId string = aiProject.identity.principalId

infra/bicep/modules/ai/existing-project-setup.bicep

@@ -53,8 +53,8 @@ output projectResourceId string = aiProject.id
 @description('Name of the Azure AI Foundry project.')
 output projectName string = aiProject.name
 
-@description('Azure AI Foundry project endpoint.')
-output projectEndpoint string = aiProject.properties.endpoints['Azure AI Foundry API']
+@description('AI Foundry project endpoint.')
+output projectEndpoint string = aiProject.properties.endpoints['AI Foundry API']
 
 @description('System-assigned identity principal ID of the project (empty if none).')
 output projectIdentityPrincipalId string = contains(aiProject, 'identity') && contains(aiProject.identity, 'principalId') ? aiProject.identity.principalId : ''

infra/scripts/post-provision/data_scripts/03_write_products_to_cosmos.py

@@ -106,7 +106,7 @@ def upsert_with_retry(container, item: Dict[str, Any], max_retries: int = 6):
                 continue
             if status in (401, 403):
                 raise SystemExit(
-                    "Unauthorized. Ensure your identity has 'Azure Cosmos DB Built-in Data Contributor' role."
+                    "Unauthorized. Ensure your identity has 'Cosmos DB Built-in Data Contributor' role."
                 ) from e
             raise
     raise RuntimeError(f"Failed to upsert item after {max_retries} retries")

infra/scripts/pre-provision/checkquota.sh

@@ -58,9 +58,9 @@ declare -A MIN_CAPACITY=(
 
 echo "----------------------------------------"
 echo "📋 Required quota minimums for this deployment:"
-echo "   - Azure OpenAI.GlobalStandard.gpt-5.4-mini: ${GPT_MIN_CAPACITY}"
-echo "   - Azure OpenAI.GlobalStandard.text-embedding-3-small: ${EMBEDDING_MIN_CAPACITY}"
-echo "   - Azure OpenAI.GlobalStandard.gpt-realtime-mini: ${GPT_REALTIME_MIN_CAPACITY}"
+echo "   - OpenAI.GlobalStandard.gpt-5.4-mini: ${GPT_MIN_CAPACITY}"
+echo "   - OpenAI.GlobalStandard.text-embedding-3-small: ${EMBEDDING_MIN_CAPACITY}"
+echo "   - OpenAI.GlobalStandard.gpt-realtime-mini: ${GPT_REALTIME_MIN_CAPACITY}"
 
 # Iterate through ALL regions and select the one with the highest available GPT quota.
 VALID_REGION=""

scenario-app/backend/app/cosmos_service.py

@@ -116,7 +116,7 @@ def __init__(self):
        --resource-group [YOUR_RESOURCE_GROUP] \\
        --scope "/" \\
        --principal-id 137b5924-bb10-4c28-9a9b-06e8227fb28e \\
-       --role-definition-name "Azure Cosmos DB Built-in Data Contributor"
+       --role-definition-name "Cosmos DB Built-in Data Contributor"
 
 2. Or assign custom role with required permissions:
    az role assignment create \\
@@ -136,7 +136,7 @@ def __init__(self):
 
 Solutions:
 1. Grant RBAC permissions (see commands above)
-2. Ask your Microsoft Entra ID admin to assign "Azure Cosmos DB Built-in Data Contributor" role
+2. Ask your Microsoft Entra ID admin to assign "Cosmos DB Built-in Data Contributor" role
 3. Or temporarily enable local auth: az cosmosdb update --name ecommerce-prod-cosmos-202510211322 --resource-group [RESOURCE_GROUP] --disable-key-based-metadata-write-access false
 
 Original error: {error_msg}