diff --git a/gerrit/projects.yaml b/gerrit/projects.yaml
index 9362028f07..4161a16a2b 100755
--- a/gerrit/projects.yaml
+++ b/gerrit/projects.yaml
@@ -5135,6 +5135,8 @@
   description: Repository containing OpenStack repositories
 - project: openstack/openstack-ansible
   description: Ansible playbooks for deploying OpenStack.
+  options:
+    - translate
 - project: openstack/openstack-ansible-apt_package_pinning
   description: Role apt_package_pinning for OpenStack-Ansible
   groups:
@@ -5494,6 +5496,8 @@
     - openstack-helm
   description: Helm charts for deploying OpenStack on Kubernetes
   use-storyboard: true
+  options:
+    - translate
 - project: openstack/openstack-helm-addons
   use-storyboard: true
   groups:
diff --git a/roles/prep-zanata/files/common_translation_update.sh b/roles/prep-zanata/files/common_translation_update.sh
index ec24c29c71..8c0a37e4ff 100644
--- a/roles/prep-zanata/files/common_translation_update.sh
+++ b/roles/prep-zanata/files/common_translation_update.sh
@@ -417,6 +417,51 @@ function extract_messages_django {
     done
 }
 
+# Extract doc messages
+function extract_messages_doc {
+    # Temporary build folder for gettext
+    mkdir -p doc/build/gettext
+
+    # Extract messages
+    sphinx-build -b gettext doc/source \
+        doc/build/gettext/
+    # Manipulates pot translation sources if needed
+    if [[ -f tools/doc-pot-filter.sh ]]; then
+        tools/doc-pot-filter.sh
+    fi
+
+    # New translation target projects may not have locale folder
+    mkdir -p doc/source/locale
+
+    # Sphinx builds a pot file for each directory and for each file
+    # in the top-level directory.
+    # We keep the directory files and concatenate all top-level files.
+    local has_other=0
+    for f in doc/build/gettext/*.pot; do
+        local fn=$(basename $f .pot)
+        # If a pot file corresponds to a directory, we use the pot file as-is.
+        if [ -d doc/source/$fn ]; then
+            # Remove UUIDs, those are not necessary and change too often
+            msgcat --use-first --sort-by-file $f | \
+                awk '$0 !~ /^\# [a-z0-9]+$/' > doc/source/locale/doc-$fn.pot
+            rm $f
+        else
+            has_other=1
+        fi
+    done
+
+    # We concatenate remaining into a single pot file so that
+    # "git add ${DIRECTORY}/source/locale" will only add a
+    # single pot file for all top-level files.
+    if [ "$has_other" = "1" ]; then
+        # Remove UUIDs, those are not necessary and change too often
+        msgcat --use-first --sort-by-file doc/build/gettext/*.pot | \
+            awk '$0 !~ /^\# [a-z0-9]+$/' > doc/source/locale/doc.pot
+    fi
+
+    rm -rf doc/build/gettext/
+}
+
 # Extract releasenotes messages
 function extract_messages_releasenotes {
     local keep_workdir=$1
diff --git a/roles/prep-zanata/files/upstream_translation_update.sh b/roles/prep-zanata/files/upstream_translation_update.sh
index bafcfabe50..5416032af4 100755
--- a/roles/prep-zanata/files/upstream_translation_update.sh
+++ b/roles/prep-zanata/files/upstream_translation_update.sh
@@ -114,6 +114,15 @@ case "$PROJECT" in
                 ALL_MODULES="$modulename $ALL_MODULES"
             done
         fi
+        # ---- Documentation ----
+        # Let's test this with some repos :)
+        DOC_TARGETS=('horizon' 'openstack-ansible' 'openstack-helm')
+        if [[ -f doc/source/conf.py ]]; then
+            if [[ ${DOC_TARGETS[*]} =~ "$PROJECT" ]]; then
+                extract_messages_doc
+                ALL_MODULES="doc $ALL_MODULES"
+            fi
+        fi
         ;;
 esac
 
diff --git a/zuul.d/projects.yaml b/zuul.d/projects.yaml
index ca87dd0dfd..4aad624383 100644
--- a/zuul.d/projects.yaml
+++ b/zuul.d/projects.yaml
@@ -11109,6 +11109,7 @@
       - publish-openstack-sphinx-docs
       - deploy-guide-jobs
       - release-notes-jobs
+      - translation-jobs
     release:
       jobs:
         - announce-release
@@ -11722,6 +11723,7 @@
     templates:
       - system-required
       - publish-openstack-sphinx-docs
+      - translation-jobs
 
 - project:
     name: openstack/openstack-helm-addons