diff --git a/doc/administration/postgresql/replication_and_failover.md b/doc/administration/postgresql/replication_and_failover.md
index c547e5c36389ddad3390f2e83905dd0d16371381..a1fc8c49ee3e7c085cfb54ace8a3c7d2e7b07bc6 100644
--- a/doc/administration/postgresql/replication_and_failover.md
+++ b/doc/administration/postgresql/replication_and_failover.md
@@ -1086,7 +1086,7 @@ Reverting the PostgreSQL upgrade with `gitlab-ctl revert-pg-upgrade` has the sam
 `gitlab-ctl pg-upgrade`. You should follow the same procedure by first stopping the replicas,
 then reverting the leader, and finally reverting the replicas.
 
-### Near zero downtime upgrade of PostgreSQL in a Patroni cluster (Experimental)
+### Near zero downtime upgrade of PostgreSQL in a Patroni cluster **(EXPERIMENT)**
 
 Patroni enables you to run a major PostgreSQL upgrade without shutting down the cluster. However, this
 requires additional resources to host the new Patroni nodes with the upgraded PostgreSQL. In practice, with this
diff --git a/doc/administration/raketasks/maintenance.md b/doc/administration/raketasks/maintenance.md
index 87cce30723eaa3a5f87d09a3003ef9521cbf469d..e8c45df08c9cac6b9258a24229e116ced984c7fc 100644
--- a/doc/administration/raketasks/maintenance.md
+++ b/doc/administration/raketasks/maintenance.md
@@ -359,7 +359,7 @@ status in the output of the `sudo gitlab-rake db:migrate:status` command.
    sudo gitlab-ctl restart sidekiq
    ```
 
-## Rebuild database indexes (Experiment)
+## Rebuild database indexes **(EXPERIMENT)**
 
 WARNING:
 This feature is experimental, and isn't enabled by default. Use caution when
diff --git a/doc/administration/silent_mode/index.md b/doc/administration/silent_mode/index.md
index 005add1d2f4df6ece05ad992ea9dae71ae72f1f3..84b994f00b65e4b346840cb6d6a11d8ca6d37c22 100644
--- a/doc/administration/silent_mode/index.md
+++ b/doc/administration/silent_mode/index.md
@@ -4,7 +4,7 @@ group: Geo
 info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/product/ux/technical-writing/#assignments
 ---
 
-# GitLab Silent Mode (Experiment) **(FREE SELF)**
+# GitLab Silent Mode **(FREE SELF EXPERIMENT)**
 
 > [Introduced](https://gitlab.com/groups/gitlab-org/-/epics/9826) in GitLab 15.11. This feature is an [Experiment](../../policy/experiment-beta-support.md#experiment).
 
diff --git a/doc/api/code_suggestions.md b/doc/api/code_suggestions.md
index 528f7db067b5156d627e9f863169464cbb53fa76..61aab8679272930def3aca875232f79ce609eab7 100644
--- a/doc/api/code_suggestions.md
+++ b/doc/api/code_suggestions.md
@@ -32,7 +32,7 @@ Example response:
 }
 ```
 
-## Generate code completions (Experiment)
+## Generate code completions **(EXPERIMENT)**
 
 > - [Introduced](https://gitlab.com/gitlab-org/gitlab/-/issues/415581) in GitLab 16.2 [with a flag](../administration/feature_flags.md) named `code_suggestions_completion_api`. Disabled by default. This feature is an Experiment.
 > - Requirement to generate a JWT before calling this endpoint was [removed](https://gitlab.com/gitlab-org/gitlab/-/merge_requests/127863) in GitLab 16.3.
diff --git a/doc/ci/components/index.md b/doc/ci/components/index.md
index 2822249f196f0a7bb7a64c400c4fc7774921ceac..dd308f598e4aa973ab094aefcdc994e24ea17c83 100644
--- a/doc/ci/components/index.md
+++ b/doc/ci/components/index.md
@@ -5,7 +5,7 @@ info: To determine the technical writer assigned to the Stage/Group associated w
 type: reference
 ---
 
-# CI/CD Components (Experimental)
+# CI/CD Components **(EXPERIMENT)**
 
 > - Introduced as an [experimental feature](../../policy/experiment-beta-support.md) in GitLab 16.0, [with a flag](../../administration/feature_flags.md) named `ci_namespace_catalog_experimental`. Disabled by default.
 > - [Enabled on GitLab.com and self-managed](https://gitlab.com/groups/gitlab-org/-/epics/9897) in GitLab 16.2.
diff --git a/doc/ci/mobile_devops.md b/doc/ci/mobile_devops.md
index c87233e653000c404462c23d1638635264b4be1c..4e1a0f4683cf915dbc0fd602d267549278fff65d 100644
--- a/doc/ci/mobile_devops.md
+++ b/doc/ci/mobile_devops.md
@@ -5,7 +5,7 @@ info: To determine the technical writer assigned to the Stage/Group associated w
 type: reference
 ---
 
-# Mobile DevOps (Experiment)
+# Mobile DevOps **(EXPERIMENT)**
 
 Use GitLab Mobile DevOps to quickly build, sign, and release native and cross-platform mobile apps
 for Android and iOS using GitLab CI/CD. Mobile DevOps is an experimental feature developed by
diff --git a/doc/operations/incident_management/incident_timeline_events.md b/doc/operations/incident_management/incident_timeline_events.md
index c3f9e4d85ac762b8891c512c35b515d4e85d1707..f5322e0a7ccd38ed765d888e51bc2a2274bc88b1 100644
--- a/doc/operations/incident_management/incident_timeline_events.md
+++ b/doc/operations/incident_management/incident_timeline_events.md
@@ -83,7 +83,7 @@ of an incident.
 
 ![Incident timeline event for severity change](img/timeline_event_for_severity_change_v15_6.png)
 
-### When labels change (Experiment)
+### When labels change **(EXPERIMENT)**
 
 > [Introduced]([issue-link](https://gitlab.com/gitlab-org/gitlab/-/issues/365489)) in GitLab 15.3 [with a flag](../../administration/feature_flags.md) named `incident_timeline_events_from_labels`. Disabled by default.
 
diff --git a/doc/user/ai_features.md b/doc/user/ai_features.md
index cd8c725b5c0cafec57d2be222d5954af560946db..484d43000d9b1c191c91eae0c38c06a561b9a442 100644
--- a/doc/user/ai_features.md
+++ b/doc/user/ai_features.md
@@ -60,7 +60,7 @@ The following features are in Experiment:
 
 The rest of the features described on this page are also in the Experiment phase.
 
-### Explain Selected Code in the Web UI **(ULTIMATE SAAS)**
+### Explain Selected Code in the Web UI **(ULTIMATE SAAS EXPERIMENT)**
 
 > Introduced in GitLab 15.11 as an [Experiment](../policy/experiment-beta-support.md#experiment) on GitLab.com.
 
@@ -109,7 +109,7 @@ code in a merge request:
 
 We cannot guarantee that the large language model produces results that are correct. Use the explanation with caution.
 
-### GitLab Duo Chat **(ULTIMATE SAAS)**
+### GitLab Duo Chat **(ULTIMATE SAAS EXPERIMENT)**
 
 > Introduced in GitLab 16.0 as an [Experiment](../policy/experiment-beta-support.md#experiment).
 
@@ -154,7 +154,7 @@ Or, you can add a comment in the [feedback issue](https://gitlab.com/gitlab-org/
 NOTE:
 Only the last 50 messages are retained in the chat history. The chat history expires 3 days after last use.
 
-### Summarize issue discussions **(ULTIMATE SAAS)**
+### Summarize issue discussions **(ULTIMATE SAAS EXPERIMENT)**
 
 > [Introduced](https://gitlab.com/groups/gitlab-org/-/epics/10344) in GitLab 16.0 as an [Experiment](../policy/experiment-beta-support.md#experiment).
 
@@ -174,7 +174,7 @@ Provide feedback on this experimental feature in [issue 407779](https://gitlab.c
 **Data usage**: When you use this feature, the text of public comments on the issue are sent to the large
 language model referenced above.
 
-### Show deployment frequency forecast **(ULTIMATE SAAS)**
+### Show deployment frequency forecast **(ULTIMATE SAAS EXPERIMENT)**
 
 > [Introduced](https://gitlab.com/groups/gitlab-org/-/epics/10228) in GitLab 16.2 as an [Experiment](../policy/experiment-beta-support.md#experiment).
 
@@ -193,7 +193,7 @@ For example, if you select a 30-day range, a forecast for the following 15 days
 
 Provide feedback on this experimental feature in [issue 416833](https://gitlab.com/gitlab-org/gitlab/-/issues/416833).
 
-### Generate issue descriptions **(ULTIMATE SAAS)**
+### Generate issue descriptions **(ULTIMATE SAAS EXPERIMENT)**
 
 > [Introduced](https://gitlab.com/groups/gitlab-org/-/epics/10762) in GitLab 16.3 as an [Experiment](../policy/experiment-beta-support.md#experiment).
 
diff --git a/doc/user/analytics/analytics_dashboards.md b/doc/user/analytics/analytics_dashboards.md
index 5d530ce4a98cc21da51138a356eeb0c32e47790e..ad4ba8e89ae5d868cdeef0cfe7db64e7b63e2174 100644
--- a/doc/user/analytics/analytics_dashboards.md
+++ b/doc/user/analytics/analytics_dashboards.md
@@ -4,7 +4,7 @@ group: Product Analytics
 info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/product/ux/technical-writing/#assignments
 ---
 
-# Analytics dashboards (Experiment) **(ULTIMATE ALL)**
+# Analytics dashboards **(ULTIMATE ALL EXPERIMENT)**
 
 > Introduced in GitLab 15.9 as an [Experiment](../../policy/experiment-beta-support.md#experiment) feature [with a flag](../../administration/feature_flags.md) named `combined_analytics_dashboards`. Disabled by default.
 
diff --git a/doc/user/product_analytics/index.md b/doc/user/product_analytics/index.md
index e1d4fc48f2fdb3a118f37f2ccea8359df601d6ff..cf555dd5c4b94bbf0301f68065cc6586ff3c4d86 100644
--- a/doc/user/product_analytics/index.md
+++ b/doc/user/product_analytics/index.md
@@ -4,7 +4,7 @@ group: Product Analytics
 info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/product/ux/technical-writing/#assignments
 ---
 
-# Product analytics (Experiment) **(ULTIMATE ALL)**
+# Product analytics **(ULTIMATE ALL EXPERIMENT)**
 
 > - Introduced in GitLab 15.4 as an [Experiment](../../policy/experiment-beta-support.md#experiment) feature [with a flag](../../administration/feature_flags.md) named `cube_api_proxy`. Disabled by default.
 > - `cube_api_proxy` revised to only reference the [Product Analytics API](../../api/product_analytics.md) in GitLab 15.6.
diff --git a/doc/user/profile/achievements.md b/doc/user/profile/achievements.md
index 080ab41083b0b1c53451d5c257cd8892db12e30d..1b875e984a1a577c633c75ac75185dba6b492abc 100644
--- a/doc/user/profile/achievements.md
+++ b/doc/user/profile/achievements.md
@@ -4,7 +4,7 @@ group: Tenant Scale
 info: To determine the technical writer assigned to the Stage/Group associated with this page, see https://about.gitlab.com/handbook/product/ux/technical-writing/#assignments
 ---
 
-# Achievements (Experiment) **(FREE ALL)**
+# Achievements **(FREE ALL EXPERIMENT)**
 
 > [Introduced](https://gitlab.com/gitlab-org/gitlab/-/merge_requests/113156) in GitLab 15.10 [with a flag](../../administration/feature_flags.md) named `achievements`. Disabled by default.