diff --git a/providers/common/ai/docs/index.rst b/providers/common/ai/docs/index.rst
index dde903f39b0f9..62be874817f1f 100644
--- a/providers/common/ai/docs/index.rst
+++ b/providers/common/ai/docs/index.rst
@@ -164,7 +164,7 @@ Getting started
     :caption: Reliability and operations
 
     Durable execution <durable_execution>
-    LLM retry policies <retry_policies>
+    Retry policies <retry_policies>
     Observability <observability>
     Securing agent tools <agent_security>
     Troubleshooting <troubleshooting>
diff --git a/providers/common/ai/docs/installation.rst b/providers/common/ai/docs/installation.rst
index 794dbe94e15f3..6e0508753fda4 100644
--- a/providers/common/ai/docs/installation.rst
+++ b/providers/common/ai/docs/installation.rst
@@ -70,7 +70,7 @@ The provider runs on Airflow 3.0, but some features need a newer core:
      - Needs
    * - :doc:`Approval gates <approval_gates>` and :doc:`HITL review <hitl_review>`
      - Airflow 3.1
-   * - :doc:`LLM retry policies <retry_policies>`
+   * - :doc:`Retry policies <retry_policies>`
      - Airflow 3.3
    * - :doc:`Durable execution <durable_execution>` without configuring
        ``[common.ai] durable_cache_path`` (the task state store)
diff --git a/providers/common/ai/docs/retry_policies.rst b/providers/common/ai/docs/retry_policies.rst
index e6e165f159466..5f400772a0837 100644
--- a/providers/common/ai/docs/retry_policies.rst
+++ b/providers/common/ai/docs/retry_policies.rst
@@ -15,8 +15,8 @@
     specific language governing permissions and limitations
     under the License.
 
-LLM retry policies
-==================
+Retry policies
+==============
 
 .. note::
     Requires Airflow >= 3.3.0.