diff --git a/ibm_catalog.json b/ibm_catalog.json
index 8696e25c..fa135b0a 100644
--- a/ibm_catalog.json
+++ b/ibm_catalog.json
@@ -211,19 +211,19 @@
 						"diagrams": [
 							{
 								"diagram": {
-									"url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architecture/rag-pattern.svg",
+									"url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architectures/rag-pattern.svg",
 									"caption": "Reference architecture",
 									"type": "image/svg+xml",
-									"thumbnail_url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architecture/rag-pattern.svg"
+									"thumbnail_url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architectures/rag-pattern.svg"
 								},
 								"description": "Reference architecture"
 							},
 							{
 								"diagram": {
-									"url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architecture/rag-stack.svg",
+									"url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architectures/rag-stack.svg",
 									"caption": "Solution components",
 									"type": "image/svg+xml",
-									"thumbnail_url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architecture/rag-stack.svg"
+									"thumbnail_url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architectures/rag-stack.svg"
 								},
 								"description": "Solution components"
 							}
@@ -665,19 +665,19 @@
 						"diagrams": [
 							{
 								"diagram": {
-									"url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architecture/rag-pattern.svg",
+									"url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architectures/rag-pattern.svg",
 									"caption": "Reference architecture",
 									"type": "image/svg+xml",
-									"thumbnail_url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architecture/rag-pattern.svg"
+									"thumbnail_url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architectures/rag-pattern.svg"
 								},
 								"description": "Reference architecture"
 							},
 							{
 								"diagram": {
-									"url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architecture/rag-stack.svg",
+									"url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architectures/rag-stack.svg",
 									"caption": "Solution components",
 									"type": "image/svg+xml",
-									"thumbnail_url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architecture/rag-stack.svg"
+									"thumbnail_url": "https://raw.githubusercontent.com/terraform-ibm-modules/stack-retrieval-augmented-generation/main/reference-architectures/rag-stack.svg"
 								},
 								"description": "Solution components"
 							}
diff --git a/reference-architecture/rag-pattern.svg b/reference-architectures/rag-pattern.svg
similarity index 100%
rename from reference-architecture/rag-pattern.svg
rename to reference-architectures/rag-pattern.svg
diff --git a/reference-architecture/rag-stack.svg b/reference-architectures/rag-stack.svg
similarity index 100%
rename from reference-architecture/rag-stack.svg
rename to reference-architectures/rag-stack.svg