diff --git a/tests/distributed/test_pipeline_parallel.py b/tests/distributed/test_pipeline_parallel.py
index 7b7475a77167c..5e824b0f5a65a 100644
--- a/tests/distributed/test_pipeline_parallel.py
+++ b/tests/distributed/test_pipeline_parallel.py
@@ -4,14 +4,12 @@
 
 
 @pytest.mark.parametrize(
-    "TP_SIZE, PP_SIZE, EAGER_MODE, CHUNKED_PREFILL, MODEL_NAME",
-    [
+    "TP_SIZE, PP_SIZE, EAGER_MODE, CHUNKED_PREFILL, MODEL_NAME", [
         (2, 2, 0, 1, "meta-llama/Meta-Llama-3-8B"),
         (2, 2, 1, 0, "meta-llama/Meta-Llama-3-8B"),
         (1, 3, 0, 0, "meta-llama/Meta-Llama-3-8B"),
-        # TODO: figure out why PP=4 tests are flaky
-        # (1, 4, 0, 1, "meta-llama/Meta-Llama-3-8B"),
-        # (1, 4, 1, 0, "meta-llama/Meta-Llama-3-8B"),
+        (1, 4, 0, 1, "meta-llama/Meta-Llama-3-8B"),
+        (1, 4, 1, 0, "meta-llama/Meta-Llama-3-8B"),
     ])
 def test_compare_tp(TP_SIZE, PP_SIZE, EAGER_MODE, CHUNKED_PREFILL, MODEL_NAME):
     pp_args = [
diff --git a/vllm/executor/ray_gpu_executor.py b/vllm/executor/ray_gpu_executor.py
index 388f934ef75a6..edff9b6c93e09 100644
--- a/vllm/executor/ray_gpu_executor.py
+++ b/vllm/executor/ray_gpu_executor.py
@@ -224,13 +224,27 @@ def _init_workers_ray(self, placement_group: "PlacementGroup",
         # broadcasted to.
         self.non_driver_workers: List[RayWorkerWrapper] = []
 
+        tp_driver_worker_ranks = []
+        non_driver_worker_ranks = []
         for idx, rank in enumerate(worker_ranks[1:]):
             # We need to skip the driver worker, which we
             # do by skipping worker_ranks[0] which is always 0.
             if rank % self.parallel_config.tensor_parallel_size == 0:
                 self.tp_driver_workers.append(self.workers[idx])
+                tp_driver_worker_ranks.append(rank)
             else:
                 self.non_driver_workers.append(self.workers[idx])
+                non_driver_worker_ranks.append(rank)
+
+        # Enforce rank order for correct rank to return final output.
+        self.tp_driver_workers = [
+            worker for _, worker in sorted(
+                zip(tp_driver_worker_ranks, self.tp_driver_workers))
+        ]
+        self.non_driver_workers = [
+            worker for _, worker in sorted(
+                zip(non_driver_worker_ranks, self.non_driver_workers))
+        ]
 
     def _driver_execute_model(
         self, execute_model_req: Optional[ExecuteModelRequest]