diff --git a/doc/sphinx/source/tutorials/futuretests.rst b/doc/sphinx/source/tutorials/futuretests.rst
new file mode 100644
index 0000000000..0ba546588d
--- /dev/null
+++ b/doc/sphinx/source/tutorials/futuretests.rst
@@ -0,0 +1,104 @@
+.. _futuretests:
+How to run a Future Test
+========================
+
+The PDF sets generated with the NNPDF methodology are, of course, able to describe the data they were fitted with.
+However, for them to be truly useful, they should be also able to faithfully describe data that the methodology has never seen.
+By checking the :math:`\chi2` of said unseen data we can test the generalization power of the methodology.
+
+Ideally, that would entail constructing a new experiment and obtaining new data we can test the PDF against,
+however, we cannot time travel so we must resort to less robust techniques.
+In NNPDF4.0 we test the generalization power of the methodology by fitting coherent subsets of data.
+In order to keep consistent with the analogy, in :cite:p:`Cruz-Martinez:2021rgy` we chose Pre-Hera and Pre-LHC as
+those subsets but in reality (and despite the name) any subset of data would be valid.
+The chronological choice, which in practice separates by experiment, ensures that no leakage of information occurs between the in-sample and out-of-sample data
+(for instance, some unknown systematic error that biases data from one given experiment).
+
+Since we are interested in the generalization power of the PDF, we need to take into account the pdf errors when
+computing the :math:`\chi2`, to that end the flag ``use_pdferr`` is provided in ``validphys`` by which the covariance matrix
+is modified as:
+
+.. math::
+
+   \begin{equation}
+        {\rm cov}_{ij}^{\rm (tot)} = {\rm cov}_{ij}^{\rm (exp)}  + {\rm cov}_{ij}^{\rm (pdf)},
+   \end{equation}
+
+with
+
+.. math:: 
+
+   \begin{equation}
+        {\rm cov}_{ij}^{\rm (pdf)} = \langle \mathcal{F}_i\mathcal{F}_j  \rangle_{\rm rep} - \langle \mathcal{F}_i  \rangle_{\rm rep}\langle \mathcal{F}_j  \rangle_{\rm rep}.
+   \end{equation}
+
+Below you can see an example runcard in which we perform the "future test" of two fits, conveniently called "Future fit" and "Past fit".
+The "Past fit" contains only data from NMC and HERA while the "Future fit" contain also data from LHCb.
+The resulting report will contain a table with the :math:`\chi2` for each of the custom groups declared (past and future)
+as well as a kinematic coverage report of the included datasets.
+
+.. code:: yaml
+
+  meta:
+    title: I didn't change the title
+    keywords: [Guilty]
+    author: Lazy Person
+
+  use_pdferr: True
+
+  Future:
+    fit: {id: future_fit, label: "Future"}
+    pdf:
+      from_: fit
+
+    theory:
+      from_: fit
+    theoryid:
+      from_: theory
+
+  Past:
+    fit: {id: past_fit, label: "Past"}
+    pdf:
+       from_: fit
+
+  dataset_inputs:
+    - { dataset: NMC, custom_group: "Past dataset"}
+    - { dataset: HERACOMBNCEP920, custom_group: "Past dataset"}
+    - { dataset: LHCBWZMU7TEV, custom_group: "Future dataset" }
+    - { dataset: LHCBWZMU8TEV, custom_group: "Future dataset" }
+
+  use_cuts: "fromfit"
+  fit:
+    from_: Future
+
+  metadata_group: custom_group
+  marker_by: group
+
+  theoryid:
+    from_: future
+
+  dataspecs:
+    - pdf:
+        from_: Past
+      speclabel: "Past"
+    - pdf:
+        from_: Future
+      speclabel: "Future"
+
+  template_text: |
+   Future Test with PDF errors
+   ---------------------------
+
+   $\chi^2$ by custom group
+   -----------------------------
+                                  
+   {@dataspecs_groups_chi2_table@}
+                                  
+   Kinematic coverage     
+   ------------------     
+   {@plot_xq2@}
+
+  actions_:
+    - report(main=True)
+
+A more complete (and runnable out-of-the-box) Future Test example can be found in the `examples folder <https://github.com/NNPDF/nnpdf/blob/master/validphys2/examples/future_test_example.yaml>`_.
diff --git a/doc/sphinx/source/tutorials/index.rst b/doc/sphinx/source/tutorials/index.rst
index 28c1689b51..cd53286b8b 100644
--- a/doc/sphinx/source/tutorials/index.rst
+++ b/doc/sphinx/source/tutorials/index.rst
@@ -60,3 +60,4 @@ Miscellaneous
    ./bundle-pdfs.rst
    ./conda.md
    ./mc2hessian.rst
+   ./futuretests.rst