diff --git a/docs/source/conceptual/tensor_parallelism.md b/docs/source/conceptual/tensor_parallelism.md
index c29eb6aa..5075f3f7 100644
--- a/docs/source/conceptual/tensor_parallelism.md
+++ b/docs/source/conceptual/tensor_parallelism.md
@@ -8,6 +8,6 @@ In TGI, tensor parallelism is implemented under the hood by sharding weights and
 
 <Tip warning={true}>
 
-Tensor Parallelism only works for model with custom kernels.
+Tensor Parallelism only works for model officially supported, it will not work when falling back on `transformers`.
 
 </Tip>