diff --git a/docs/source/api/DeseqDataSet.rst b/docs/source/api/DeseqDataSet.rst
deleted file mode 100644
index a50de9d4..00000000
--- a/docs/source/api/DeseqDataSet.rst
+++ /dev/null
@@ -1,8 +0,0 @@
-pydeseq2.DeseqDataSet module
-============================
-
-.. automodule:: pydeseq2.DeseqDataSet
-   :members:
-   :undoc-members:
-   :show-inheritance:
-
diff --git a/docs/source/api/DeseqStats.rst b/docs/source/api/DeseqStats.rst
deleted file mode 100644
index 1e4f61f6..00000000
--- a/docs/source/api/DeseqStats.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-pydeseq2.DeseqStats module
-==========================
-
-.. automodule:: pydeseq2.DeseqStats
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/grid_search.rst b/docs/source/api/grid_search.rst
deleted file mode 100644
index 832119af..00000000
--- a/docs/source/api/grid_search.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-pydeseq2.grid\_search module
-============================
-
-.. automodule:: pydeseq2.grid_search
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/index.rst b/docs/source/api/index.rst
index 52ff8d97..c0336bfb 100644
--- a/docs/source/api/index.rst
+++ b/docs/source/api/index.rst
@@ -1,12 +1,16 @@
-PyDESeq2 package
-================
-
-.. toctree::
-   :glob:
-   :maxdepth: 2
-
-   DeseqDataSet
-   DeseqStats
-   grid_search
-   preprocessing
-   utils
+
+PyDESeq2
+========
+
+.. currentmodule:: pydeseq2
+
+
+.. autosummary::
+    :toctree: docstrings
+    :recursive:
+
+    DeseqDataSet.DeseqDataSet
+    DeseqStats.DeseqStats
+    ~utils
+    ~grid_search
+    ~preprocessing
\ No newline at end of file
diff --git a/docs/source/api/preprocessing.rst b/docs/source/api/preprocessing.rst
deleted file mode 100644
index 598eea35..00000000
--- a/docs/source/api/preprocessing.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-pydeseq2.preprocessing module
-=============================
-
-.. automodule:: pydeseq2.preprocessing
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/api/utils.rst b/docs/source/api/utils.rst
deleted file mode 100644
index 73c34ad4..00000000
--- a/docs/source/api/utils.rst
+++ /dev/null
@@ -1,7 +0,0 @@
-pydeseq2.utils module
-=====================
-
-.. automodule:: pydeseq2.utils
-   :members:
-   :undoc-members:
-   :show-inheritance:
diff --git a/docs/source/conf.py b/docs/source/conf.py
index f8f2a0d5..e9881ef6 100644
--- a/docs/source/conf.py
+++ b/docs/source/conf.py
@@ -41,10 +41,12 @@
     "sphinx_rtd_theme",
     "sphinx.ext.ifconfig",
     "myst_parser",
+    "sphinx.ext.autosummary",
     "sphinx.ext.autosectionlabel",
     "sphinx.ext.intersphinx",
 ]
 
+
 intersphinx_mapping = {
     "python": ("https://docs.python.org/3", None),
     "numpy": ("https://numpy.org/doc/stable/", None),
@@ -58,8 +60,12 @@
     "show-inheritance": True,
     "members": True,
 }
+
 autoclass_content = "both"
 autodoc_typehints = "both"
+autosummary_generate = True
+autodoc_member_order = "groupwise"
+autodoc_docstring_signature = True
 
 
 # Napoleon settings