diff --git a/packages/ltx-pipelines/src/ltx_pipelines/a2vid_two_stage.py b/packages/ltx-pipelines/src/ltx_pipelines/a2vid_two_stage.py
index 8dcc8c4e..c206e4e1 100644
--- a/packages/ltx-pipelines/src/ltx_pipelines/a2vid_two_stage.py
+++ b/packages/ltx-pipelines/src/ltx_pipelines/a2vid_two_stage.py
@@ -77,6 +77,7 @@ def __init__(
             device=device,
         )
 
+    @torch.inference_mode()
     def __call__(  # noqa: PLR0913
         self,
         prompt: str,
diff --git a/packages/ltx-pipelines/src/ltx_pipelines/distilled.py b/packages/ltx-pipelines/src/ltx_pipelines/distilled.py
index aa01e8d3..5e849549 100644
--- a/packages/ltx-pipelines/src/ltx_pipelines/distilled.py
+++ b/packages/ltx-pipelines/src/ltx_pipelines/distilled.py
@@ -73,6 +73,7 @@ def __init__(
             device=device,
         )
 
+    @torch.inference_mode()
     def __call__(
         self,
         prompt: str,
diff --git a/packages/ltx-pipelines/src/ltx_pipelines/ic_lora.py b/packages/ltx-pipelines/src/ltx_pipelines/ic_lora.py
index 2fa7e874..b244be29 100644
--- a/packages/ltx-pipelines/src/ltx_pipelines/ic_lora.py
+++ b/packages/ltx-pipelines/src/ltx_pipelines/ic_lora.py
@@ -109,6 +109,7 @@ def __init__(
                     )
                 self.reference_downscale_factor = scale
 
+    @torch.inference_mode()
     def __call__(  # noqa: PLR0913
         self,
         prompt: str,
diff --git a/packages/ltx-pipelines/src/ltx_pipelines/keyframe_interpolation.py b/packages/ltx-pipelines/src/ltx_pipelines/keyframe_interpolation.py
index 77d18ac8..600bae5a 100644
--- a/packages/ltx-pipelines/src/ltx_pipelines/keyframe_interpolation.py
+++ b/packages/ltx-pipelines/src/ltx_pipelines/keyframe_interpolation.py
@@ -78,6 +78,7 @@ def __init__(
             device=device,
         )
 
+    @torch.inference_mode()
     def __call__(  # noqa: PLR0913
         self,
         prompt: str,
diff --git a/packages/ltx-pipelines/src/ltx_pipelines/retake.py b/packages/ltx-pipelines/src/ltx_pipelines/retake.py
index 3eef52f7..1d71bef9 100644
--- a/packages/ltx-pipelines/src/ltx_pipelines/retake.py
+++ b/packages/ltx-pipelines/src/ltx_pipelines/retake.py
@@ -197,6 +197,7 @@ def __init__(
     #  Public entry point                                                     #
     # --------------------------------------------------------------------- #
 
+    @torch.inference_mode()
     def __call__(  # noqa: PLR0913, PLR0915
         self,
         video_path: str,
diff --git a/packages/ltx-pipelines/src/ltx_pipelines/ti2vid_one_stage.py b/packages/ltx-pipelines/src/ltx_pipelines/ti2vid_one_stage.py
index df73c0d6..c5a85807 100644
--- a/packages/ltx-pipelines/src/ltx_pipelines/ti2vid_one_stage.py
+++ b/packages/ltx-pipelines/src/ltx_pipelines/ti2vid_one_stage.py
@@ -68,6 +68,7 @@ def __init__(
             device=device,
         )
 
+    @torch.inference_mode()
     def __call__(  # noqa: PLR0913
         self,
         prompt: str,
diff --git a/packages/ltx-pipelines/src/ltx_pipelines/ti2vid_two_stages.py b/packages/ltx-pipelines/src/ltx_pipelines/ti2vid_two_stages.py
index b486d539..64e100d8 100644
--- a/packages/ltx-pipelines/src/ltx_pipelines/ti2vid_two_stages.py
+++ b/packages/ltx-pipelines/src/ltx_pipelines/ti2vid_two_stages.py
@@ -79,6 +79,7 @@ def __init__(
             device=device,
         )
 
+    @torch.inference_mode()
     def __call__(  # noqa: PLR0913
         self,
         prompt: str,