diff --git a/apps/cf/lib/actions/action_creator.ex b/apps/cf/lib/actions/action_creator.ex
index 8f99586c..96f19e16 100644
--- a/apps/cf/lib/actions/action_creator.ex
+++ b/apps/cf/lib/actions/action_creator.ex
@@ -218,6 +218,10 @@ defmodule CF.Actions.ActionCreator do
     )
   end
 
+  def action_start_automatic_statements_extraction(user_id, video_id) do
+    action(user_id, :video, :start_automatic_statements_extraction, video_id: video_id)
+  end
+
   def action_email_confirmed(user_id) do
     admin_action(:user, :email_confirmed, target_user_id: user_id)
   end
diff --git a/apps/cf/lib/algolia/StatementsIndex.ex b/apps/cf/lib/algolia/StatementsIndex.ex
index 6a3be273..6fdd8dca 100644
--- a/apps/cf/lib/algolia/StatementsIndex.ex
+++ b/apps/cf/lib/algolia/StatementsIndex.ex
@@ -26,7 +26,7 @@ defmodule CF.Algolia.StatementsIndex do
   """
   @impl Algoliax.Indexer
   def to_be_indexed?(statement) do
-    not statement.is_removed
+    not (statement.is_removed or statement.is_draft)
   end
 
   @impl Algoliax.Indexer
diff --git a/apps/cf/lib/llms/statements_creator.ex b/apps/cf/lib/llms/statements_creator.ex
index 2e918397..5005b198 100644
--- a/apps/cf/lib/llms/statements_creator.ex
+++ b/apps/cf/lib/llms/statements_creator.ex
@@ -64,7 +64,7 @@ defmodule CF.LLMs.StatementsCreator do
     Enum.chunk_every(captions, @captions_chunk_size)
   end
 
-  defp get_llm_suggested_statements(video, captions, retries \\ 0) do
+  defp get_llm_suggested_statements(video, captions, retries \\ 5) do
     OpenAI.chat_completion(
       model: Application.get_env(:cf, :openai_model),
       response_format: %{type: "json_object"},
@@ -135,10 +135,11 @@ defmodule CF.LLMs.StatementsCreator do
         Enum.map(statements_inputs, fn %{"text" => text, "time" => time} ->
           %{
             video_id: video.id,
-            text: text,
+            text: CF.Utils.truncate(text, 280),
             time: time,
             inserted_at: inserted_at,
-            updated_at: inserted_at
+            updated_at: inserted_at,
+            is_draft: true
           }
         end),
         returning: true
diff --git a/apps/cf/lib/utils/utils.ex b/apps/cf/lib/utils/utils.ex
index 2cdea4d3..26fd91f8 100644
--- a/apps/cf/lib/utils/utils.ex
+++ b/apps/cf/lib/utils/utils.ex
@@ -36,6 +36,14 @@ defmodule CF.Utils do
   def map_string_keys_to_atom_keys(value),
     do: value
 
+  def truncate(text, max_length, replacement \\ "…") do
+    if String.length(text) > max_length do
+      String.slice(text, 0, max_length - String.length(replacement)) <> replacement
+    else
+      text
+    end
+  end
+
   # Convert key to atom if key is in binary format
 
   defp convert_key_to_atom(key) when is_binary(key),
diff --git a/apps/cf_graphql/lib/resolvers/videos.ex b/apps/cf_graphql/lib/resolvers/videos.ex
index 79888753..141e8245 100644
--- a/apps/cf_graphql/lib/resolvers/videos.ex
+++ b/apps/cf_graphql/lib/resolvers/videos.ex
@@ -100,8 +100,17 @@ defmodule CF.Graphql.Resolvers.Videos do
     |> Enum.group_by(& &1.video_id)
   end
 
-  def start_automatic_statements_extraction(_root, %{video_id: video_id}, _info) do
+  def start_automatic_statements_extraction(_root, %{video_id: video_id}, %{
+        context: %{user: user}
+      }) do
     video = DB.Repo.get!(DB.Schema.Video, video_id)
+
+    # Record a `UserAction`
+    user.id
+    |> CF.Actions.ActionCreator.action_start_automatic_statements_extraction(video.id)
+    |> DB.Repo.insert!()
+
+    # Start the extraction process
     CF.LLMs.StatementsCreator.process_video!(video.id)
     {:ok, video}
   end
diff --git a/apps/cf_graphql/lib/schema/input_objects/statement_filter.ex b/apps/cf_graphql/lib/schema/input_objects/statement_filter.ex
index 8ab95b3b..212901cf 100644
--- a/apps/cf_graphql/lib/schema/input_objects/statement_filter.ex
+++ b/apps/cf_graphql/lib/schema/input_objects/statement_filter.ex
@@ -9,6 +9,7 @@ defmodule CF.Graphql.Schema.InputObjects.StatementFilter do
   @desc "Props to filter statements on"
   input_object :statement_filter do
     field(:commented, :boolean)
+    field(:is_draft, :boolean)
     field(:speaker_id, :id)
   end
 end
diff --git a/apps/cf_graphql/lib/schema/types/statement.ex b/apps/cf_graphql/lib/schema/types/statement.ex
index 6f2e502e..1ea1f78c 100644
--- a/apps/cf_graphql/lib/schema/types/statement.ex
+++ b/apps/cf_graphql/lib/schema/types/statement.ex
@@ -16,6 +16,9 @@ defmodule CF.Graphql.Schema.Types.Statement do
     field(:text, non_null(:string))
     @desc "Statement timecode, in seconds"
     field(:time, non_null(:integer))
+    @desc "Whether the statement is in draft mode"
+    field(:is_draft, non_null(:boolean))
+
     @desc "Statement's speaker. Null if statement describes picture"
     field :speaker, :speaker do
       resolve(assoc(:speaker))
diff --git a/apps/cf_rest_api/lib/views/statement_view.ex b/apps/cf_rest_api/lib/views/statement_view.ex
index 41d2915d..b30c4a56 100644
--- a/apps/cf_rest_api/lib/views/statement_view.ex
+++ b/apps/cf_rest_api/lib/views/statement_view.ex
@@ -18,7 +18,8 @@ defmodule CF.RestApi.StatementView do
       id: statement.id,
       text: statement.text,
       time: statement.time,
-      speaker_id: statement.speaker_id
+      speaker_id: statement.speaker_id,
+      is_draft: statement.is_draft
     }
   end
 
@@ -27,6 +28,7 @@ defmodule CF.RestApi.StatementView do
       id: statement.id,
       text: statement.text,
       time: statement.time,
+      is_draft: statement.is_draft,
       speaker: render_one(statement.speaker, CF.RestApi.SpeakerView, "speaker.json"),
       comments: render_many(statement.comments, CF.RestApi.CommentView, "comment.json")
     }
diff --git a/apps/db/lib/db_schema/statement.ex b/apps/db/lib/db_schema/statement.ex
index 994343d5..23030d2e 100644
--- a/apps/db/lib/db_schema/statement.ex
+++ b/apps/db/lib/db_schema/statement.ex
@@ -10,6 +10,7 @@ defmodule DB.Schema.Statement do
     field(:text, :string)
     field(:time, :integer)
     field(:is_removed, :boolean, default: false)
+    field(:is_draft, :boolean, default: false)
 
     belongs_to(:video, DB.Schema.Video)
     belongs_to(:speaker, DB.Schema.Speaker)
@@ -20,7 +21,7 @@ defmodule DB.Schema.Statement do
   end
 
   @required_fields ~w(text time video_id)a
-  @optional_fields ~w(speaker_id)a
+  @optional_fields ~w(speaker_id is_draft)a
 
   # Define queries
 
@@ -57,6 +58,12 @@ defmodule DB.Schema.Statement do
       {:commented, true}, query ->
         from(s in query, inner_join: c in assoc(s, :comments), group_by: s.id)
 
+      {:is_draft, true}, query ->
+        from(s in query, where: s.is_draft == true)
+
+      {:is_draft, false}, query ->
+        from(s in query, where: s.is_draft == false)
+
       {:speaker_id, nil}, query ->
         from(s in query, where: is_nil(s.speaker_id))
 
diff --git a/apps/db/lib/db_type/user_action_type.ex b/apps/db/lib/db_type/user_action_type.ex
index 5e8f4449..3fba7623 100644
--- a/apps/db/lib/db_type/user_action_type.ex
+++ b/apps/db/lib/db_type/user_action_type.ex
@@ -26,6 +26,7 @@ defenum(
   # Special actions
   email_confirmed: 100,
   collective_moderation: 101,
+  start_automatic_statements_extraction: 102,
   # Deprecated. Can safelly be re-used
   action_banned: 102,
   abused_flag: 103,
diff --git a/apps/db/priv/repo/migrations/20240915080224_add-draft-to-statements.exs b/apps/db/priv/repo/migrations/20240915080224_add-draft-to-statements.exs
new file mode 100644
index 00000000..0af5d3ab
--- /dev/null
+++ b/apps/db/priv/repo/migrations/20240915080224_add-draft-to-statements.exs
@@ -0,0 +1,9 @@
+defmodule :"Elixir.DB.Repo.Migrations.Add-draft-to-statements" do
+  use Ecto.Migration
+
+  def change do
+    alter table(:statements) do
+      add :is_draft, :boolean, default: false, null: false
+    end
+  end
+end