diff --git a/Makefile b/Makefile
index 8a82a8715545232d0cd632192ac76b0713aec41d..37be325d419913694e32f1f6aed307a74cdd056d 100644
--- a/Makefile
+++ b/Makefile
@@ -1,2 +1,2 @@
 dev:
-	zola serve --open
+	zola serve --open --drafts
diff --git a/content/tutorial/_index.md b/content/tutorial/_index.md
new file mode 100644
index 0000000000000000000000000000000000000000..a44e35fd2e1df4b5f50562970ceb26ea4b75a14b
--- /dev/null
+++ b/content/tutorial/_index.md
@@ -0,0 +1,14 @@
++++
+title = "Tutorial"
+sort_by = "weight"
+weight = 200
+
+# This is only available in draft mode
+draft = true
++++
+
+This documentation is aimed at Digital Humanities specialists who want to transcribe handwritten or printed documents using our Arkindex platform.
+
+In this section you'll find out how to: ...
+
+
diff --git a/content/tutorial/classification-ground-truth.md b/content/tutorial/classification-ground-truth.md
new file mode 100644
index 0000000000000000000000000000000000000000..d74e78d33dcf41a09119833149f252ef822ad927
--- /dev/null
+++ b/content/tutorial/classification-ground-truth.md
@@ -0,0 +1,10 @@
++++
+title = "Creating Ground Truth for classification"
+weight = 30
+draft = true
++++
+
+- dataset creation
+- send in callico
+- annotation campaign for classes
+- publish back on arkindex
\ No newline at end of file
diff --git a/content/tutorial/classification-training.md b/content/tutorial/classification-training.md
new file mode 100644
index 0000000000000000000000000000000000000000..e0c7ba732621fdf1a012c1c2ef815c7617c26d78
--- /dev/null
+++ b/content/tutorial/classification-training.md
@@ -0,0 +1,9 @@
++++
+title = "Training a classification Model"
+weight = 40
+draft = true
++++
+
+- train yolo on pages
+- build classes
+- evaluation
\ No newline at end of file
diff --git a/content/tutorial/corpus.md b/content/tutorial/corpus.md
new file mode 100644
index 0000000000000000000000000000000000000000..c03f6eed65e5f08778c6fedc76dc04ad412758e1
--- /dev/null
+++ b/content/tutorial/corpus.md
@@ -0,0 +1,9 @@
++++
+title = "Corpus identification"
+weight = 20
+draft = true
++++
+
+- example https://europeana.transcribathon.eu/documents/story/item/?item=1258824
+- french, completed transcription, handwritten
+- import inside arkindex for segmentation + transcription
\ No newline at end of file
diff --git a/content/tutorial/export.md b/content/tutorial/export.md
new file mode 100644
index 0000000000000000000000000000000000000000..5aa74367e5d1b79f781c2a1f1686c24a74520939
--- /dev/null
+++ b/content/tutorial/export.md
@@ -0,0 +1,8 @@
++++
+title = "Export results"
+weight = 100
+draft = true
++++
+
+- sqlite export
+- build pagexml
\ No newline at end of file
diff --git a/content/tutorial/overview.md b/content/tutorial/overview.md
new file mode 100644
index 0000000000000000000000000000000000000000..2536a971735c87ca9388ecb26ef39594d81fa071
--- /dev/null
+++ b/content/tutorial/overview.md
@@ -0,0 +1,9 @@
++++
+title = "Overview"
+weight = 10
+draft = true
++++
+
+- tree of actions
+- accounts creation or self-host
+- goal / deliverable
\ No newline at end of file
diff --git a/content/tutorial/production.md b/content/tutorial/production.md
new file mode 100644
index 0000000000000000000000000000000000000000..0db6f160a391b151c99a16a51145000664935af2
--- /dev/null
+++ b/content/tutorial/production.md
@@ -0,0 +1,7 @@
++++
+title = "Run models in production"
+weight = 90
+draft = true
++++
+
+- using both models
\ No newline at end of file
diff --git a/content/tutorial/segmentation-ground-truth.md b/content/tutorial/segmentation-ground-truth.md
new file mode 100644
index 0000000000000000000000000000000000000000..e5ba6d1e1a86bfd5677a871fba50443dc4d8cfaa
--- /dev/null
+++ b/content/tutorial/segmentation-ground-truth.md
@@ -0,0 +1,10 @@
++++
+title = "Creating Ground Truth for segmentation"
+weight = 50
+draft = true
++++
+
+- dataset creation
+- send in callico
+- annotation campaign for lines
+- publish back on arkindex
\ No newline at end of file
diff --git a/content/tutorial/segmentation-training.md b/content/tutorial/segmentation-training.md
new file mode 100644
index 0000000000000000000000000000000000000000..ad35e35acedbdebc2a5fdb90fd81a8cab6bef35e
--- /dev/null
+++ b/content/tutorial/segmentation-training.md
@@ -0,0 +1,9 @@
++++
+title = "Training a segmentation Model"
+weight = 60
+draft = true
++++
+
+- train yolo / Doc-ufcn on lines
+- build lines
+- evaluation
\ No newline at end of file
diff --git a/content/tutorial/transcription-ground-truth.md b/content/tutorial/transcription-ground-truth.md
new file mode 100644
index 0000000000000000000000000000000000000000..313013d83a9876c175fdbf1d0705c8f92e99cb41
--- /dev/null
+++ b/content/tutorial/transcription-ground-truth.md
@@ -0,0 +1,10 @@
++++
+title = "Creating Ground Truth for transcription"
+weight = 70
+draft = true
++++
+
+- dataset creation
+- send in callico
+- annotation campaign for transcriptions
+- publish back on arkindex
\ No newline at end of file
diff --git a/content/tutorial/transcription-training.md b/content/tutorial/transcription-training.md
new file mode 100644
index 0000000000000000000000000000000000000000..c30193b6e73991ccb07b0bc42fd37c9bf4e452a4
--- /dev/null
+++ b/content/tutorial/transcription-training.md
@@ -0,0 +1,9 @@
++++
+title = "Training a transcription Model"
+weight = 80
+draft = true
++++
+
+- train Pylaia on lines
+- build transcription
+- evaluation
\ No newline at end of file