diff --git a/website/docs/feature-flag-tutorials/use-cases/ai.md b/website/docs/feature-flag-tutorials/use-cases/ai.md
index 4ea7907385c0..e619826b5452 100644
--- a/website/docs/feature-flag-tutorials/use-cases/ai.md
+++ b/website/docs/feature-flag-tutorials/use-cases/ai.md
@@ -110,7 +110,7 @@ To implement this, we'll need to:
 2. Replace our static `variants` selection with feature flag calls.
 3. Use the feature flag in our code to determine which AI model and settings to use for each request.
 
-## 2. Install a local feature flag provider
+### Install a local feature flag provider
 
 In this section, we’ll install Unleash, run the instance locally, log in, and create a feature flag. If you prefer, you can use other tools instead of Unleash, but you’ll need to update the code accordingly. The basic steps will probably be the same.
 
@@ -135,7 +135,7 @@ Click the ‘New feature flag’ button to create a new feature flag.
 
 <!-- ![Create a new feature flag](./new-ff.png) -->
 
-### Adding AI feature flags
+## Querying AI feature flags
 
 Now let's go back to the code and grab our AI config from the feature flag that we just created.
 
diff --git a/website/sidebars.js b/website/sidebars.js
index c56c65608a5a..b8e957e42a80 100644
--- a/website/sidebars.js
+++ b/website/sidebars.js
@@ -112,6 +112,11 @@ module.exports = {
                                     label: 'Gradual Rollout',
                                     id: 'feature-flag-tutorials/use-cases/gradual-rollout',
                                 },
+                                {
+                                    type: 'doc',
+                                    label: 'Feature flags for AI',
+                                    id: 'feature-flag-tutorials/use-cases/ai',
+                                },
                             ],
                         },
                         {