diff --git a/eval_protocol/pytest/evaluation_test.py b/eval_protocol/pytest/evaluation_test.py
index b62e68dc..d9450a48 100644
--- a/eval_protocol/pytest/evaluation_test.py
+++ b/eval_protocol/pytest/evaluation_test.py
@@ -489,6 +489,7 @@ async def execute_run(run_idx: int, config: RolloutProcessorConfig):
                             async def _execute_pointwise_eval_with_semaphore(
                                 row: EvaluationRow,
                             ) -> EvaluationRow:
+                                start_time = time.perf_counter()
                                 async with semaphore:
                                     evaluation_test_kwargs = kwargs.get("evaluation_test_kwargs") or {}
                                     async with rollout_logging_context(
@@ -505,11 +506,15 @@ async def _execute_pointwise_eval_with_semaphore(
                                         raise ValueError(
                                             f"Test function {test_func.__name__} did not return an EvaluationRow instance. You must return an EvaluationRow instance from your test function decorated with @evaluation_test."
                                         )
+                                    result.execution_metadata.eval_duration_seconds = (
+                                        time.perf_counter() - start_time
+                                    )
                                     return result
 
                             async def _execute_groupwise_eval_with_semaphore(
                                 rows: list[EvaluationRow],
                             ) -> list[EvaluationRow]:
+                                start_time = time.perf_counter()
                                 async with semaphore:
                                     evaluation_test_kwargs = kwargs.get("evaluation_test_kwargs") or {}
                                     primary_rollout_id = rows[0].execution_metadata.rollout_id if rows else None
@@ -531,6 +536,9 @@ async def _execute_groupwise_eval_with_semaphore(
                                         raise ValueError(
                                             f"Test function {test_func.__name__} did not return a list of EvaluationRow instances. You must return a list of EvaluationRow instances from your test function decorated with @evaluation_test."
                                         )
+                                    eval_duration = time.perf_counter() - start_time
+                                    for r in results:
+                                        r.execution_metadata.eval_duration_seconds = eval_duration
                                     return results
 
                             if mode == "pointwise":
@@ -617,11 +625,16 @@ async def _collect_result(config, lst):
                                     run_id=run_id,
                                     rollout_ids=group_rollout_ids or None,
                                 ):
+                                    start_time = time.perf_counter()
                                     results = await execute_pytest_with_exception_handling(
                                         test_func=test_func,
                                         evaluation_test_kwargs=kwargs.get("evaluation_test_kwargs") or {},
                                         processed_dataset=input_dataset,
                                     )
+                                if isinstance(results, list):
+                                    eval_duration = time.perf_counter() - start_time
+                                    for r in results:
+                                        r.execution_metadata.eval_duration_seconds = eval_duration
                                 if (
                                     results is None
                                     or not isinstance(results, list)