diff --git a/group/tf-l1-check-docs/build-docs:nil b/group/tf-l1-check-docs/build-docs:nil
index f86e385..5389df0 100644
--- a/group/tf-l1-check-docs/build-docs:nil
+++ b/group/tf-l1-check-docs/build-docs:nil
@@ -6,6 +6,7 @@
 #
 
 pre_tf_build() {
+	poetry -C "$tf_root" install --with doc
 	targets="doc" set_tf_build_targets
 }
 
diff --git a/script/build_package.sh b/script/build_package.sh
index 3377065..c527475 100755
--- a/script/build_package.sh
+++ b/script/build_package.sh
@@ -540,7 +540,7 @@
 
 	# Build TF. Since build output is being directed to the build log, have
 	# descriptor 3 point to the current terminal for build wrappers to vent.
-	$tf_build_wrapper make $make_j_opts $(cat "$config_file") \
+	$tf_build_wrapper poetry run make $make_j_opts $(cat "$config_file") \
 		DEBUG="$DEBUG" V=1 SPIN_ON_BL1_EXIT="$connect_debugger" \
 		$build_targets 3>&1 &>>"$build_log" || fail_build
 	)
@@ -1448,7 +1448,12 @@
 			source "$plat_utils"
 		fi
 
-		source "$ci_root/script/install_python_deps_tf.sh"
+		# Install python build dependencies
+		if is_arm_jenkins_env; then
+			source "$ci_root/script/install_python_deps_tf.sh"
+		fi
+
+		poetry -C "$tf_root" install --without doc
 
 		archive="$build_archive"
 		tf_build_root="$tf_root/build"
diff --git a/script/install_python_deps_tf.sh b/script/install_python_deps_tf.sh
index 242458e..c0cf774 100644
--- a/script/install_python_deps_tf.sh
+++ b/script/install_python_deps_tf.sh
@@ -18,7 +18,6 @@
     export PIP_CACHE_DIR=${project_filer}/pip-cache
 
     python3 -m pip install --upgrade pip
-    python3 -m pip install -r "${tf_root}/docs/requirements.txt" ||
-        python3 -m pip install -r "${tf_root}/docs/requirements.txt"  \
-            --no-cache-dir # Avoid cache concurrency issues
+    python3 -m pip install poetry==1.3.2 ||
+            python3 -m pip install poetry==1.3.2 --no-cache-dir
 )