diff --git a/readthedocs/doc_builder/director.py b/readthedocs/doc_builder/director.py
index ce90aaed3a6..4acc6afdfaf 100644
--- a/readthedocs/doc_builder/director.py
+++ b/readthedocs/doc_builder/director.py
@@ -491,7 +491,12 @@ def install_build_tools(self):
             # TODO: generate the correct path for the Python version
             # see https://github.com/readthedocs/readthedocs.org/pull/8447#issuecomment-911562267
             # tool_path = f'{self.config.build.os}/{tool}/2021-08-30/{full_version}.tar.gz'
-            tool_path = f"{self.data.config.build.os}-{tool}-{full_version}.tar.gz"
+
+            build_os = self.data.config.build.os
+            if "lts-latest" in self.data.config.build.os:
+                build_os = settings.RTD_DOCKER_BUILD_SETTINGS["os"]["ubuntu-lts-latest"]
+
+            tool_path = f"{build_os}-{tool}-{full_version}.tar.gz"
             tool_version_cached = build_tools_storage.exists(tool_path)
             if tool_version_cached:
                 remote_fd = build_tools_storage.open(tool_path, mode="rb")