diff --git a/astro/public/img/docs/operate/secure-and-monitor/advanced-threat-detection-diagram.png b/astro/public/img/docs/operate/secure-and-monitor/advanced-threat-detection-diagram.png
new file mode 100644
index 0000000000..701b5c2e2e
Binary files /dev/null and b/astro/public/img/docs/operate/secure-and-monitor/advanced-threat-detection-diagram.png differ
diff --git a/astro/src/content/docs/operate/secure-and-monitor/advanced-threat-detection.mdx b/astro/src/content/docs/operate/secure-and-monitor/advanced-threat-detection.mdx
index d1ae1ac837..794424115e 100644
--- a/astro/src/content/docs/operate/secure-and-monitor/advanced-threat-detection.mdx
+++ b/astro/src/content/docs/operate/secure-and-monitor/advanced-threat-detection.mdx
@@ -8,9 +8,8 @@ subcategory: secure and monitor
 import Aside from 'src/components/Aside.astro';
 import EnterprisePlanBlurb from 'src/content/docs/_shared/_enterprise-plan-blurb.astro';
 import InlineField from 'src/components/InlineField.astro';
-import RateLimitDiagram from 'src/diagrams/docs/operate/secure-and-monitor/_rate-limit.astro';
 import WebhookList from 'src/content/docs/extend/events-and-webhooks/events/_list-advanced-threat-detection-webhooks.mdx';
-import {YouTube} from '@astro-community/astro-embed-youtube';
+import { YouTube } from '@astro-community/astro-embed-youtube';
 
 <EnterprisePlanBlurb />
 
@@ -70,7 +69,7 @@ Rate limiting applies whether you are accessing FusionAuth through the admin UI
 
 An example of how rate limiting is applied for login is represented in the diagram below.
 
-<RateLimitDiagram />
+![Diagram showing Advanced Threat Detection and how a User will be blocked.](/img/docs/operate/secure-and-monitor/advanced-threat-detection-diagram.png)
 
 If you need to lock an account after several failed logins, consider [user account locking](/docs/lifecycle/authenticate-users/setting-up-user-account-lockout). Using the account lockout feature rather than rate limiting offers additional flexibility in the duration. FusionAuth can also send emails or webhooks when it locks a user's account.
 
diff --git a/astro/src/diagrams/docs/operate/secure-and-monitor/_rate-limit.astro b/astro/src/diagrams/docs/operate/secure-and-monitor/_rate-limit.astro
deleted file mode 100644
index d6b71be4e7..0000000000
--- a/astro/src/diagrams/docs/operate/secure-and-monitor/_rate-limit.astro
+++ /dev/null
@@ -1,21 +0,0 @@
----
-import Diagram from 'src/components/mermaid/FlowchartDiagram.astro';
-
-//language=Mermaid
-const code = `
-flowchart TB
-    A(User or attacker attempts to log in) --> B{{Is password correct?}}
-    B -- No --> C{{Is this the 5th failed login in a 60 second period that wasn't part of a lockout?}}
-    C -- Yes --> D(Login fails. Lock logins for this email address for 60 seconds)
-    C -- No --> E(Login fails)
-    B -- Yes --> F{{Is rate limit lockout in effect?}}
-    F -- No --> G(Login succeeds)
-    F -- Yes --> E
-`;
----
-<Diagram {code} />
-<style is:global>
-  foreignObject > div {
-    transform: translateY(-4px);
-  }
-</style>
\ No newline at end of file