diff --git a/src/solution_overview/configuration.qmd b/src/solution_overview/configuration.qmd
index 5c613e3..49f76bf 100644
--- a/src/solution_overview/configuration.qmd
+++ b/src/solution_overview/configuration.qmd
@@ -25,10 +25,10 @@ flowchart TD
     LDAP[("LDAP Server")]
 
     subgraph "Authorization Flow"
-    User -->|"1. Access UI"| AIOps
-    AIOps -.->|"2. Redirect for Auth"| IdP
-    IdP <-->|"3. Verify Creds and Fetch Groups"| LDAP
-    IdP == "4. SAML Token (User + Groups)" ==> AIOps
+    User -->|"(1) Access UI"| AIOps
+    AIOps -.->|"(2) Redirect for Auth"| IdP
+    IdP <-->|"(3) Verify Creds and Fetch Groups"| LDAP
+    IdP == "(4) SAML Token (User + Groups)" ==> AIOps
     end
 
     style AIOps fill:#14164a,stroke:#333,stroke-width:2px
@@ -58,11 +58,11 @@ flowchart TD
     LDAP[("LDAP Server")]
 
     subgraph "Authorization Flow"
-    User -->|"1. Access UI"| AIOps
-    AIOps -.->|"2. Redirect for Auth"| IdP
-    IdP <-->|"3. Verify Creds Only"| LDAP
-    IdP == "4. SAML Token (User Only)" ==> AIOps
-    AIOps <-->|"5. Direct Query: Get User Groups"| LDAP
+    User -->|"(1) Access UI"| AIOps
+    AIOps -.->|"(2) Redirect for Auth"| IdP
+    IdP <-->|"(3) Verify Creds Only"| LDAP
+    IdP == "(4) SAML Token (User Only)" ==> AIOps
+    AIOps <-->|"(5) Direct Query: Get User Groups"| LDAP
     end
 
     style AIOps fill:#f9f,stroke:#333,stroke-width:2px