diff --git a/doc/code/qml_qinfo.rst b/doc/code/qml_qinfo.rst
index dd0d4741177..02674bbce41 100644
--- a/doc/code/qml_qinfo.rst
+++ b/doc/code/qml_qinfo.rst
@@ -4,8 +4,12 @@ qml.qinfo
 Overview
 --------
 
-.. warning:: 
-    The `qinfo` module is deprecated and scheduled to be removed in v0.40.
+.. warning::
+
+    The ``qinfo`` module is deprecated and scheduled to be removed in v0.40. Most quantum information transforms
+    are available as measurement processes (see the :mod:`~pennylane.measurements` module for more details).
+    Additionally, the transforms are also available as standalone functions in the :mod:`~pennylane.math` and
+    :mod:`~pennylane.gradients` modules.
 
 This module provides a collection of methods to return quantum information quantities from :class:`~.QNode`
 returning :func:`~pennylane.state`.
diff --git a/doc/development/deprecations.rst b/doc/development/deprecations.rst
index 4c65d024cd8..f44598fc765 100644
--- a/doc/development/deprecations.rst
+++ b/doc/development/deprecations.rst
@@ -9,12 +9,18 @@ deprecations are listed below.
 Pending deprecations
 --------------------
 
+* The ``qml.qinfo`` module has been deprecated. Please see the respective functions in the ``qml.math`` and ``qml.measurements``
+  modules instead.
+
+  - Deprecated in v0.39
+  - Will be removed in v0.40
+
 * ``Device``, ``QubitDevice``, and ``QutritDevice`` will no longer be imported top level in v0.40.  They instead
   we be available as ``qml.devices.LegacyDevice``, ``qml.devices.QubitDevice``, and ``qml.devices.QutritDevice``
   respectively.
 
   - Deprecated top level access in v0.39
-  - Top level access removed in v0.40
+  - Top level access will be removed in v0.40
 
 * `QNode.gradient_fn` is deprecated. Please use `QNode.diff_method` instead. `QNode.get_gradient_fn` can also be used to
   process the diff method.
@@ -83,6 +89,12 @@ Other deprecations
 Completed deprecation cycles
 ----------------------------
 
+* The functions ``qml.qinfo.classical_fisher`` and ``qml.qinfo.quantum_fisher`` have been removed and migrated to the ``qml.gradients``
+  module. Therefore, ``qml.gradients.classical_fisher`` and ``qml.gradients.quantum_fisher`` should be used instead.
+
+  - Deprecated in v0.38
+  - Removed in v0.39
+
 * All of the legacy devices (any with the name ``default.qubit.{autograd,torch,tf,jax,legacy}``) are removed. Use ``default.qubit`` instead,
   as it supports backpropagation for the many backends the legacy devices support.
 
diff --git a/doc/releases/changelog-dev.md b/doc/releases/changelog-dev.md
index 07b773410f3..bd574a98155 100644
--- a/doc/releases/changelog-dev.md
+++ b/doc/releases/changelog-dev.md
@@ -101,6 +101,10 @@
 
 <h3>Deprecations 👋</h3>
 
+* The `qml.qinfo` module has been deprecated. Please see the respective functions in the `qml.math` and
+  `qml.measurements` modules instead.
+  [(#5911)](https://github.com/PennyLaneAI/pennylane/pull/5911)
+
 * The ``QubitStateVector`` template is deprecated.
    Instead, use ``StatePrep``.
    [(#6172)](https://github.com/PennyLaneAI/pennylane/pull/6172)
diff --git a/pennylane/measurements/mutual_info.py b/pennylane/measurements/mutual_info.py
index 18335fe4306..81e39864896 100644
--- a/pennylane/measurements/mutual_info.py
+++ b/pennylane/measurements/mutual_info.py
@@ -74,7 +74,7 @@ def circuit_mutual(x):
         using the classical backpropagation differentiation method (``diff_method="backprop"``)
         with a compatible device and finite differences (``diff_method="finite-diff"``).
 
-    .. seealso:: :func:`~.vn_entropy`, :func:`pennylane.qinfo.transforms.mutual_info` and :func:`pennylane.math.mutual_info`
+    .. seealso:: :func:`~pennylane.vn_entropy`, :func:`pennylane.math.mutual_info`
     """
     wires0 = qml.wires.Wires(wires0)
     wires1 = qml.wires.Wires(wires1)
diff --git a/pennylane/measurements/purity.py b/pennylane/measurements/purity.py
index 83e4166cbc9..4427f16231d 100644
--- a/pennylane/measurements/purity.py
+++ b/pennylane/measurements/purity.py
@@ -57,7 +57,7 @@ def circuit_purity(p):
     >>> circuit_purity(0.1)
     array(0.7048)
 
-    .. seealso:: :func:`pennylane.qinfo.transforms.purity` and :func:`pennylane.math.purity`
+    .. seealso:: :func:`pennylane.math.purity`
     """
     wires = Wires(wires)
     return PurityMP(wires=wires)
diff --git a/pennylane/measurements/vn_entropy.py b/pennylane/measurements/vn_entropy.py
index 73a5df8651f..e07789add66 100644
--- a/pennylane/measurements/vn_entropy.py
+++ b/pennylane/measurements/vn_entropy.py
@@ -65,7 +65,7 @@ def circuit_entropy(x):
         using the classical backpropagation differentiation method (``diff_method="backprop"``)
         with a compatible device and finite differences (``diff_method="finite-diff"``).
 
-    .. seealso:: :func:`pennylane.qinfo.transforms.vn_entropy` and :func:`pennylane.math.vn_entropy`
+    .. seealso:: :func:`pennylane.math.vn_entropy`
     """
     wires = Wires(wires)
     return VnEntropyMP(wires=wires, log_base=log_base)