diff --git a/app/logical/daily_maintenance.rb b/app/logical/daily_maintenance.rb
index 067c6cbf8..e212a161b 100644
--- a/app/logical/daily_maintenance.rb
+++ b/app/logical/daily_maintenance.rb
@@ -15,7 +15,6 @@ class DailyMaintenance
     TagAlias.update_cached_post_counts_for_all
     PostDisapproval.dmail_messages!
     Tag.clean_up_negative_post_counts!
-    SuperVoter.prune!
     SuperVoter.init!
   end
 end
diff --git a/app/models/super_voter.rb b/app/models/super_voter.rb
index a8797b30d..11f5f342c 100644
--- a/app/models/super_voter.rb
+++ b/app/models/super_voter.rb
@@ -12,6 +12,7 @@ class SuperVoter < ActiveRecord::Base
   end
 
   def self.init!
+    prune!
     report = Reports::UserSimilarity.new(User.admins.first.id)
     report.prime
     report.fetch_similar_user_ids.scan(/\S+/).in_groups_of(2).each do |user_id, score|
@@ -19,6 +20,12 @@ class SuperVoter < ActiveRecord::Base
         create(:user_id => user_id)
       end
     end
+
+    User.admins.each do |user|
+      unless where("user_id = ?", user.id).exists?
+        create(:user_id => user.id)
+      end
+    end
   end
 
   def update_user_on_create