diff --git a/CHANGELOG.md b/CHANGELOG.md
index b16cddbc..6e9ff01f 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -2,6 +2,10 @@
 
 ## Unreleased
 
+### Added
+
+- Register policies directories for Rails 8 code statistics (#833)
+
 ## 2.4.0 (2024-08-26)
 
 ## Changed
diff --git a/lib/pundit.rb b/lib/pundit.rb
index a03f4d3a..92ae9e51 100644
--- a/lib/pundit.rb
+++ b/lib/pundit.rb
@@ -11,6 +11,7 @@
 require "pundit/context"
 require "pundit/cache_store/null_store"
 require "pundit/cache_store/legacy_store"
+require "pundit/railtie" if defined?(Rails)
 
 # @api private
 # To avoid name clashes with common Error naming when mixing in Pundit,
diff --git a/lib/pundit/railtie.rb b/lib/pundit/railtie.rb
new file mode 100644
index 00000000..30ba1631
--- /dev/null
+++ b/lib/pundit/railtie.rb
@@ -0,0 +1,19 @@
+# frozen_string_literal: true
+
+module Pundit
+  class Railtie < Rails::Railtie
+    if Rails.version.to_f >= 8.0
+      initializer "pundit.stats_directories" do
+        require "rails/code_statistics"
+
+        if Rails.root.join("app/policies").directory?
+          Rails::CodeStatistics.register_directory("Policies", "app/policies")
+        end
+
+        if Rails.root.join("test/policies").directory?
+          Rails::CodeStatistics.register_directory("Policy tests", "test/policies", test_directory: true)
+        end
+      end
+    end
+  end
+end