diff --git a/flatland/evaluators/client.py b/flatland/evaluators/client.py
index d96e8c5e42aa4c5808bf52809df9686c0fd8c7be..d41224f36f5ffc974e976bb362e8ba8050df4e7d 100644
--- a/flatland/evaluators/client.py
+++ b/flatland/evaluators/client.py
@@ -227,8 +227,8 @@ class FlatlandRemoteClient(object):
 
         time_start = time.time()
         local_observation, info = self.env.reset(
-                                regenerate_rail=False,
-                                regenerate_schedule=False,
+                                regenerate_rail=True,
+                                regenerate_schedule=True,
                                 activate_agents=False,
                                 random_seed=random_seed
                             )
diff --git a/flatland/evaluators/service.py b/flatland/evaluators/service.py
index 5ac580b25dedf7293f76dee56730e27f4bc3f72a..05601455549a2e1bf44f7bd9041229ba8d2cb80e 100644
--- a/flatland/evaluators/service.py
+++ b/flatland/evaluators/service.py
@@ -357,8 +357,8 @@ class FlatlandRemoteEvaluationService:
             self.current_step = 0
 
             _observation, _info = self.env.reset(
-                                regenerate_rail=False,
-                                regenerate_schedule=False,
+                                regenerate_rail=True,
+                                regenerate_schedule=True,
                                 activate_agents=False,
                                 random_seed=RANDOM_SEED
                                 )