diff --git a/doc/choosing_the_right_algorithm.rst b/doc/choosing_the_right_algorithm.rst
new file mode 100644
index 000000000..1979c0e42
--- /dev/null
+++ b/doc/choosing_the_right_algorithm.rst
@@ -0,0 +1,20 @@
+############################################
+Choosing the right algorithm
+############################################
+
+Following are simple decision trees to help you you getting started quickly with MAPIE.
+
+Reality is of course a bit more complex, so feel free to browse the documentation for nuanced explanations.
+
+
+1. Regression
+==================================
+
+.. image:: images/decision_tree_regression.png
+    :align: center
+
+2. Classification
+=====================
+
+.. image:: images/decision_tree_classification.png
+    :align: center
diff --git a/doc/choosing_the_right_algorithm_classification.rst b/doc/choosing_the_right_algorithm_classification.rst
new file mode 100644
index 000000000..11f4596f6
--- /dev/null
+++ b/doc/choosing_the_right_algorithm_classification.rst
@@ -0,0 +1,10 @@
+############################################
+Choosing the right algorithm
+############################################
+
+Following is a simple decision tree to help you you getting started quickly with MAPIE.
+
+Reality is of course a bit more complex, so feel free to browse the documentation for nuanced explanations.
+
+.. image:: images/decision_tree_classification.png
+    :align: center
\ No newline at end of file
diff --git a/doc/choosing_the_right_algorithm_regression.rst b/doc/choosing_the_right_algorithm_regression.rst
new file mode 100644
index 000000000..e48b441a9
--- /dev/null
+++ b/doc/choosing_the_right_algorithm_regression.rst
@@ -0,0 +1,10 @@
+############################################
+Choosing the right algorithm
+############################################
+
+Following is a simple decision trees to help you you getting started quickly with MAPIE.
+
+Reality is of course a bit more complex, so feel free to browse the documentation for nuanced explanations.
+
+.. image:: images/decision_tree_regression.png
+    :align: center
\ No newline at end of file
diff --git a/doc/images/decision_tree_classification.png b/doc/images/decision_tree_classification.png
new file mode 100644
index 000000000..c03d05446
Binary files /dev/null and b/doc/images/decision_tree_classification.png differ
diff --git a/doc/images/decision_tree_regression.png b/doc/images/decision_tree_regression.png
new file mode 100644
index 000000000..bfe0fdd08
Binary files /dev/null and b/doc/images/decision_tree_regression.png differ
diff --git a/doc/index.rst b/doc/index.rst
index 9d0dffc13..ed5b864b6 100644
--- a/doc/index.rst
+++ b/doc/index.rst
@@ -7,6 +7,7 @@
 
    quick_start
    split_cross_conformal
+   choosing_the_right_algorithm
    v1_migration_guide
 
 .. toctree::
diff --git a/doc/index_classification.rst b/doc/index_classification.rst
index bc3eb5e5e..2d8e76f5f 100644
--- a/doc/index_classification.rst
+++ b/doc/index_classification.rst
@@ -4,6 +4,7 @@ Prediction sets (classification)
 .. toctree::
    :maxdepth: 2
 
+   choosing_the_right_algorithm_classification
    examples_classification/4-tutorials/plot_main-tutorial-classification
    examples_classification/4-tutorials/plot_crossconformal
    examples_classification/index
diff --git a/doc/index_regression.rst b/doc/index_regression.rst
index 2141b24c9..6fe1bbef5 100644
--- a/doc/index_regression.rst
+++ b/doc/index_regression.rst
@@ -4,6 +4,7 @@ Prediction intervals (regression)
 .. toctree::
    :maxdepth: 2
 
+   choosing_the_right_algorithm_regression
    examples_regression/4-tutorials/plot_main-tutorial-regression
    examples_regression/4-tutorials/plot_cqr_tutorial
    examples_regression/4-tutorials/plot_ts-tutorial