diff --git a/airflow-core/docs/core-concepts/operators.rst b/airflow-core/docs/core-concepts/operators.rst
index 6bcf4a3c7140a..1a7c0a0015b44 100644
--- a/airflow-core/docs/core-concepts/operators.rst
+++ b/airflow-core/docs/core-concepts/operators.rst
@@ -33,7 +33,7 @@ Airflow has a very extensive set of operators available, with some built-in to t
 - Use the ``@task`` decorator to execute an arbitrary Python function. It doesn't support rendering jinja templates passed as arguments.
 
 .. note::
-    The ``@task`` decorator is recommended over the classic :class:`~airflow.providers.standard.operators.python.PythonOperator`
+    The ``@task`` decorator is the Taskflow equivalent of :class:`~airflow.providers.standard.operators.python.PythonOperator`
     to execute Python callables with no template rendering in its arguments.
 
 For a list of all core operators, see: :doc:`Core Operators and Hooks Reference </operators-and-hooks-ref>`.
diff --git a/providers/standard/docs/operators/bash.rst b/providers/standard/docs/operators/bash.rst
index 0e6425d4d363e..19f81d6435262 100644
--- a/providers/standard/docs/operators/bash.rst
+++ b/providers/standard/docs/operators/bash.rst
@@ -33,7 +33,7 @@ determined by:
 
 .. tip::
 
-    The ``@task.bash`` decorator is recommended over the classic ``BashOperator`` to execute Bash commands.
+    The ``@task.bash`` decorator is the Taskflow equivalent of ``BashOperator`` to execute Bash commands.
 
 
 .. tab-set::
diff --git a/providers/standard/docs/operators/python.rst b/providers/standard/docs/operators/python.rst
index 30f7151e55bef..7b77e01fa112c 100644
--- a/providers/standard/docs/operators/python.rst
+++ b/providers/standard/docs/operators/python.rst
@@ -25,7 +25,7 @@ PythonOperator
 Use the :class:`~airflow.providers.standard.operators.python.PythonOperator` to execute Python callables.
 
 .. tip::
-    The ``@task`` decorator is recommended over the classic ``PythonOperator`` to execute Python callables.
+    The ``@task`` decorator is the Taskflow equivalent of ``PythonOperator`` to execute Python callables.
 
 .. tab-set::
 
@@ -160,7 +160,7 @@ Cloudpickle offers a strong advantage for its focus on standard pickling protoco
 smoother data exchange, while still effectively handling common Python objects and global variables within functions.
 
 .. tip::
-    The ``@task.virtualenv`` decorator is recommended over the classic ``PythonVirtualenvOperator``
+    The ``@task.virtualenv`` decorator is the Taskflow equivalent of ``PythonVirtualenvOperator``
     to execute Python callables inside new Python virtual environments.
 
 .. tab-set::
@@ -284,7 +284,7 @@ In case ``dill`` is used, it has to be preinstalled in the environment (the same
 in main Airflow environment).
 
 .. tip::
-    The ``@task.external_python`` decorator is recommended over the classic ``ExternalPythonOperator``
+    The ``@task.external_python`` decorator is the Taskflow equivalent of ``ExternalPythonOperator``
     to execute Python code in pre-defined Python environments.
 
 .. tab-set::
@@ -341,7 +341,7 @@ Use the :class:`~airflow.providers.standard.operators.python.BranchPythonOperato
 tasks.
 
 .. tip::
-    The ``@task.branch`` decorator is recommended over the classic ``BranchPythonOperator``
+    The ``@task.branch`` decorator is the Taskflow equivalent of ``BranchPythonOperator``
     to execute Python code.
 
 .. tab-set::
@@ -378,7 +378,7 @@ Use the :class:`~airflow.providers.standard.operators.python.BranchPythonVirtual
 tasks and is a hybrid of the :class:`~airflow.providers.standard.operators.python.BranchPythonOperator` with execution in a virtual environment.
 
 .. tip::
-    The ``@task.branch_virtualenv`` decorator is recommended over the classic
+    The ``@task.branch_virtualenv`` decorator is the Taskflow equivalent of
     ``BranchPythonVirtualenvOperator`` to execute Python code.
 
 .. tab-set::
@@ -416,7 +416,7 @@ tasks and is a hybrid of the :class:`~airflow.providers.standard.operators.pytho
 external Python environment.
 
 .. tip::
-    The ``@task.branch_external_python`` decorator is recommended over the classic
+    The ``@task.branch_external_python`` decorator is the Taskflow equivalent of
     ``BranchExternalPythonOperator`` to execute Python code.
 
 .. tab-set::
@@ -461,7 +461,7 @@ based on the configured short-circuiting (more on this later). In the example be
 skipped.
 
 .. tip::
-    The ``@task.short_circuit`` decorator is recommended over the classic ``ShortCircuitOperator``
+    The ``@task.short_circuit`` decorator is the Taskflow equivalent of ``ShortCircuitOperator``
     to short-circuit pipelines via Python callables.
 
 .. tab-set::
diff --git a/providers/standard/docs/sensors/python.rst b/providers/standard/docs/sensors/python.rst
index 6a9118e8db077..7bf7112580280 100644
--- a/providers/standard/docs/sensors/python.rst
+++ b/providers/standard/docs/sensors/python.rst
@@ -26,7 +26,7 @@ The :class:`~airflow.providers.standard.sensors.python.PythonSensor` executes an
 value to be True.
 
 .. tip::
-    The ``@task.sensor`` decorator is recommended over the classic ``PythonSensor``
+    The ``@task.sensor`` decorator is the Taskflow equivalent of ``PythonSensor``
     to execute Python callables to check for True condition.
 
 .. tab-set::