diff --git a/doc/source/dev/rally_link.rst b/doc/source/dev/rally_link.rst
new file mode 100644
index 000000000..7fd02e3c9
--- /dev/null
+++ b/doc/source/dev/rally_link.rst
@@ -0,0 +1 @@
+.. include:: ../../../rally-jobs/README.rst
diff --git a/doc/source/index.rst b/doc/source/index.rst
index 885d0e2c7..8e01e688f 100644
--- a/doc/source/index.rst
+++ b/doc/source/index.rst
@@ -57,6 +57,7 @@ Getting Started
   deploy/configuration
   deploy/conf-files
   dev/testing
+  dev/rally_link
 
 API References
 --------------
diff --git a/rally-jobs/README.rst b/rally-jobs/README.rst
new file mode 100644
index 000000000..6980e3096
--- /dev/null
+++ b/rally-jobs/README.rst
@@ -0,0 +1,42 @@
+Rally job
+=========
+
+We provide, with Watcher, a Rally plugin you can use to benchmark the optimization service.
+
+To launch this task with configured Rally you just need to run:
+
+::
+
+  rally task start watcher/rally-jobs/watcher.yaml
+
+Structure
+---------
+
+* plugins - directory where you can add rally plugins. Almost everything in
+  Rally is a plugin. Benchmark context, Benchmark scenario, SLA checks, Generic
+  cleanup resources, ....
+
+* extra - all files from this directory will be copy pasted to gates, so you
+  are able to use absolute paths in rally tasks.
+  Files will be located in ~/.rally/extra/*
+
+* watcher.yaml is a task that is run in gates against OpenStack
+  deployed by DevStack
+
+
+Useful links
+------------
+
+* How to install: http://docs.openstack.org/developer/rally/install.html
+
+* How to set Rally up and launch your first scenario:  https://rally.readthedocs.io/en/latest/tutorial/step_1_setting_up_env_and_running_benchmark_from_samples.html
+
+* More about Rally: https://rally.readthedocs.org/en/latest/
+
+* Rally release notes: https://rally.readthedocs.org/en/latest/release_notes.html
+
+* How to add rally-gates: https://rally.readthedocs.org/en/latest/gates.html
+
+* About plugins:  https://rally.readthedocs.org/en/latest/plugins.html
+
+* Plugin samples: https://github.com/openstack/rally/tree/master/samples/plugins
diff --git a/rally-jobs/watcher-watcher.yaml b/rally-jobs/watcher-watcher.yaml
new file mode 100644
index 000000000..25217b316
--- /dev/null
+++ b/rally-jobs/watcher-watcher.yaml
@@ -0,0 +1,67 @@
+---
+  Watcher.create_audit_and_delete:
+    -
+      runner:
+        type: "constant"
+        times: 10
+        concurrency: 2
+      context:
+        users:
+          tenants: 2
+          users_per_tenant: 2
+        audit_templates:
+          audit_templates_per_admin: 5
+          fill_strategy: "round_robin"
+          params:
+            - goal:
+                  name: "dummy"
+              strategy:
+                  name: "dummy"
+              extra: {}
+      sla:
+        failure_rate:
+          max: 0
+
+  Watcher.create_audit_template_and_delete:
+    -
+      args:
+        goal:
+          name: "dummy"
+        strategy:
+          name: "dummy"
+        extra: {}
+      runner:
+        type: "constant"
+        times: 10
+        concurrency: 2
+      sla:
+        failure_rate:
+          max: 0
+
+  Watcher.list_audit_templates:
+    -
+      runner:
+        type: "constant"
+        times: 10
+        concurrency: 2
+      context:
+        users:
+          tenants: 2
+          users_per_tenant: 2
+        audit_templates:
+          audit_templates_per_admin: 5
+          fill_strategy: "random"
+          params:
+            - goal:
+                  name: "workload_balancing"
+              strategy:
+                  name: "workload_stabilization"
+              extra: {}
+            - goal:
+                  name: "dummy"
+              strategy:
+                  name: "dummy"
+              extra: {}
+      sla:
+        failure_rate:
+          max: 0