diff --git a/app/logical/daily_maintenance.rb b/app/logical/daily_maintenance.rb
index fc7802d5b..067c6cbf8 100644
--- a/app/logical/daily_maintenance.rb
+++ b/app/logical/daily_maintenance.rb
@@ -6,8 +6,8 @@ class DailyMaintenance
     Upload.delete_all(['created_at < ?', 1.day.ago])
     ModAction.delete_all(['created_at < ?', 3.days.ago])
     Delayed::Job.delete_all(['created_at < ?', 7.days.ago])
-    PostVote.delete_all(['created_at < ?', 1.month.ago])
-    CommentVote.delete_all(['created_at < ?', 1.month.ago])
+    PostVote.prune!
+    CommentVote.prune!
     TagSubscription.process_all
     ApiCacheGenerator.new.generate_tag_cache
     PostDisapproval.prune!
@@ -15,5 +15,7 @@ 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/logical/reports/user_similarity.rb b/app/logical/reports/user_similarity.rb
index edce43c18..369740fe8 100644
--- a/app/logical/reports/user_similarity.rb
+++ b/app/logical/reports/user_similarity.rb
@@ -1,5 +1,7 @@
 module Reports
   class UserSimilarity
+    NOT_READY_STRING = "not ready"
+
     attr_reader :user_id
 
     def initialize(user_id)
@@ -10,6 +12,16 @@ module Reports
       User.find(user_id)
     end
 
+    def prime
+      10.times do
+        if fetch_similar_user_ids == NOT_READY_STRING
+          sleep(60)
+        else
+          break
+        end
+      end
+    end
+
     def fetch_similar_user_ids
       return NotImplementedError unless Danbooru.config.report_server
 
diff --git a/app/models/comment_vote.rb b/app/models/comment_vote.rb
index b9ca46a68..28fc3e43c 100644
--- a/app/models/comment_vote.rb
+++ b/app/models/comment_vote.rb
@@ -12,7 +12,7 @@ class CommentVote < ActiveRecord::Base
   attr_accessible :comment_id, :user_id, :score
 
   def self.prune!
-    destroy_all("created_at < ?", 14.days.ago)
+    where("created_at < ?", 14.days.ago).delete_all
   end
 
   def self.search(params)
diff --git a/app/models/post.rb b/app/models/post.rb
index c6b6a0ca8..970b1080a 100644
--- a/app/models/post.rb
+++ b/app/models/post.rb
@@ -952,14 +952,22 @@ class Post < ActiveRecord::Base
       !PostVote.exists?(:user_id => user.id, :post_id => id)
     end
 
+    def vote_magnitude
+      if CurrentUser.is_super_voter?
+        SuperVoter::MAGNITUDE
+      else
+        1
+      end
+    end
+
     def vote!(score)
       if can_be_voted_by?(CurrentUser.user)
         if score == "up"
-          Post.where(:id => id).update_all("score = score + 1, up_score = up_score + 1")
-          self.score += 1
+          Post.where(:id => id).update_all("score = score + #{vote_magnitude}, up_score = up_score + #{vote_magnitude}")
+          self.score += vote_magnitude
         elsif score == "down"
-          Post.where(:id => id).update_all("score = score - 1, down_score = down_score - 1")
-          self.score -= 1
+          Post.where(:id => id).update_all("score = score - #{vote_magnitude}, down_score = down_score - #{vote_magnitude}")
+          self.score -= vote_magnitude
         end
 
         votes.create(:score => score)
@@ -975,11 +983,11 @@ class Post < ActiveRecord::Base
         vote = votes.where("user_id = ?", CurrentUser.user.id).first
 
         if vote.score == 1
-          Post.where(:id => id).update_all("score = score - 1, up_score = up_score - 1")
-          self.score -= 1
+          Post.where(:id => id).update_all("score = score - #{vote_magnitude}, up_score = up_score - #{vote_magnitude}")
+          self.score -= vote_magnitude
         else
-          Post.where(:id => id).update_all("score = score + 1, down_score = down_score + 1")
-          self.score += 1
+          Post.where(:id => id).update_all("score = score + #{vote_magnitude}, down_score = down_score + #{vote_magnitude}")
+          self.score += vote_magnitude
         end
 
         vote.destroy
diff --git a/app/models/post_vote.rb b/app/models/post_vote.rb
index c7f5786d2..d444d2c32 100644
--- a/app/models/post_vote.rb
+++ b/app/models/post_vote.rb
@@ -7,6 +7,10 @@ class PostVote < ActiveRecord::Base
   validates_inclusion_of :score, :in => [1, -1]
   attr_accessible :post_id, :user_id, :score
 
+  def self.prune!
+    where("created_at < ?", 30.days.ago).delete_all
+  end
+
   def score=(x)
     if x == "up"
       write_attribute(:score, 1)
diff --git a/app/models/super_voter.rb b/app/models/super_voter.rb
new file mode 100644
index 000000000..68af07096
--- /dev/null
+++ b/app/models/super_voter.rb
@@ -0,0 +1,33 @@
+class SuperVoter < ActiveRecord::Base
+  MAGNITUDE = 5
+  DURATION = 1.week
+
+  belongs_to :user
+  validates_uniqueness_of :user_id
+  after_create :update_user_on_create
+  after_destroy :update_user_on_destroy
+
+  def self.prune!
+    where("created_at < ?", DURATION.ago).destroy_all
+  end
+
+  def self.init!
+    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|
+      unless where("user_id = ?", user_id.to_i).exists?
+        create(:user_id => user_id)
+      end
+    end
+  end
+
+  def update_user_on_create
+    user.is_super_voter = true
+    user.save
+  end
+
+  def update_user_on_destroy
+    user.is_super_voter = false
+    user.save
+  end
+end
diff --git a/app/models/user.rb b/app/models/user.rb
index 0cfe94190..f719a8aa3 100644
--- a/app/models/user.rb
+++ b/app/models/user.rb
@@ -33,6 +33,7 @@ class User < ActiveRecord::Base
     can_approve_posts
     can_upload_free
     disable_categorized_saved_searches
+    is_super_voter
   )
 
   include Danbooru::HasBitFlags
@@ -67,6 +68,7 @@ class User < ActiveRecord::Base
   has_one :recent_ban, lambda {order("bans.id desc")}, :class_name => "Ban"
   has_one :api_key
   has_one :dmail_filter
+  has_one :super_voter
   has_many :subscriptions, lambda {order("tag_subscriptions.name")}, :class_name => "TagSubscription", :foreign_key => "creator_id"
   has_many :note_versions, :foreign_key => "updater_id"
   has_many :dmails, lambda {order("dmails.id desc")}, :foreign_key => "owner_id"
diff --git a/app/presenters/user_similarity_presenter.rb b/app/presenters/user_similarity_presenter.rb
index 53d9c4a55..8afd6c5b9 100644
--- a/app/presenters/user_similarity_presenter.rb
+++ b/app/presenters/user_similarity_presenter.rb
@@ -17,7 +17,7 @@ class UserSimilarityPresenter
   def fetch
     data = report.fetch_similar_user_ids
 
-    if data == "not ready"
+    if data == Reports::UserSimilarity::NOT_READY_STRING
       @not_ready = true
     else
       @user_ids_with_scores = data.scan(/\S+/).in_groups_of(2)
diff --git a/db/migrate/20160222211328_create_super_voters.rb b/db/migrate/20160222211328_create_super_voters.rb
new file mode 100644
index 000000000..19acf1c65
--- /dev/null
+++ b/db/migrate/20160222211328_create_super_voters.rb
@@ -0,0 +1,8 @@
+class CreateSuperVoters < ActiveRecord::Migration
+  def change
+    create_table :super_voters do |t|
+      t.integer :user_id
+      t.timestamps null: false
+    end
+  end
+end
diff --git a/db/structure.sql b/db/structure.sql
index 91c4fa25c..30d843043 100644
--- a/db/structure.sql
+++ b/db/structure.sql
@@ -2830,6 +2830,37 @@ CREATE TABLE schema_migrations (
 );
 
 
+--
+-- Name: super_voters; Type: TABLE; Schema: public; Owner: -; Tablespace: 
+--
+
+CREATE TABLE super_voters (
+    id integer NOT NULL,
+    user_id integer,
+    created_at timestamp without time zone NOT NULL,
+    updated_at timestamp without time zone NOT NULL
+);
+
+
+--
+-- Name: super_voters_id_seq; Type: SEQUENCE; Schema: public; Owner: -
+--
+
+CREATE SEQUENCE super_voters_id_seq
+    START WITH 1
+    INCREMENT BY 1
+    NO MINVALUE
+    NO MAXVALUE
+    CACHE 1;
+
+
+--
+-- Name: super_voters_id_seq; Type: SEQUENCE OWNED BY; Schema: public; Owner: -
+--
+
+ALTER SEQUENCE super_voters_id_seq OWNED BY super_voters.id;
+
+
 --
 -- Name: tag_aliases; Type: TABLE; Schema: public; Owner: -; Tablespace: 
 --
@@ -4261,6 +4292,13 @@ ALTER TABLE ONLY posts ALTER COLUMN id SET DEFAULT nextval('posts_id_seq'::regcl
 ALTER TABLE ONLY saved_searches ALTER COLUMN id SET DEFAULT nextval('saved_searches_id_seq'::regclass);
 
 
+--
+-- Name: id; Type: DEFAULT; Schema: public; Owner: -
+--
+
+ALTER TABLE ONLY super_voters ALTER COLUMN id SET DEFAULT nextval('super_voters_id_seq'::regclass);
+
+
 --
 -- Name: id; Type: DEFAULT; Schema: public; Owner: -
 --
@@ -4657,6 +4695,14 @@ ALTER TABLE ONLY saved_searches
     ADD CONSTRAINT saved_searches_pkey PRIMARY KEY (id);
 
 
+--
+-- Name: super_voters_pkey; Type: CONSTRAINT; Schema: public; Owner: -; Tablespace: 
+--
+
+ALTER TABLE ONLY super_voters
+    ADD CONSTRAINT super_voters_pkey PRIMARY KEY (id);
+
+
 --
 -- Name: tag_aliases_pkey; Type: CONSTRAINT; Schema: public; Owner: -; Tablespace: 
 --
@@ -7313,3 +7359,5 @@ INSERT INTO schema_migrations (version) VALUES ('20160219010854');
 
 INSERT INTO schema_migrations (version) VALUES ('20160219172840');
 
+INSERT INTO schema_migrations (version) VALUES ('20160222211328');
+
diff --git a/test/factories/super_voter.rb b/test/factories/super_voter.rb
new file mode 100644
index 000000000..d9267450b
--- /dev/null
+++ b/test/factories/super_voter.rb
@@ -0,0 +1,4 @@
+FactoryGirl.define do
+  factory(:super_voter) do
+  end
+end
\ No newline at end of file
diff --git a/test/models/super_voter_test.rb b/test/models/super_voter_test.rb
new file mode 100644
index 000000000..16c6fa2d4
--- /dev/null
+++ b/test/models/super_voter_test.rb
@@ -0,0 +1,38 @@
+require 'test_helper'
+
+class SuperVoterTest < ActiveSupport::TestCase
+  def setup
+    super
+    @user = FactoryGirl.create(:user)
+  end
+
+  context "#init" do
+    setup do
+      @admin = FactoryGirl.create(:admin_user)
+      Reports::UserSimilarity.any_instance.stubs(:fetch_similar_user_ids).returns("#{@user.id} 1")
+    end
+
+    should "create super voter objects" do
+      assert_difference("SuperVoter.count") do
+        SuperVoter.init!
+      end
+    end
+  end
+
+  context "creation" do
+    should "update the is_super_voter field on the user object" do
+      FactoryGirl.create(:super_voter, user: @user)
+      @user.reload
+      assert_equal(true, @user.is_super_voter?)
+    end
+  end
+
+  context "destruction" do
+    should "update the is_super_voter field on the user object" do
+      voter = FactoryGirl.create(:super_voter, user: @user)
+      voter.destroy
+      @user.reload
+      assert_equal(false, @user.is_super_voter?)
+    end
+  end
+end
diff --git a/test/unit/post_test.rb b/test/unit/post_test.rb
index 861cff7cb..4a7b9a7d9 100644
--- a/test/unit/post_test.rb
+++ b/test/unit/post_test.rb
@@ -1463,6 +1463,24 @@ class PostTest < ActiveSupport::TestCase
   end
 
   context "Voting:" do
+    context "with a super voter" do
+      setup do
+        @user = FactoryGirl.create(:user)
+        FactoryGirl.create(:super_voter, user: @user)
+        @post = FactoryGirl.create(:post)
+      end
+      
+      should "account for magnitude" do
+        CurrentUser.scoped(@user, "127.0.0.1") do
+          assert_nothing_raised {@post.vote!("up")}
+          assert_raises(PostVote::Error) {@post.vote!("up")}
+          @post.reload
+          assert_equal(1, PostVote.count)
+          assert_equal(SuperVoter::MAGNITUDE, @post.score)
+        end
+      end
+    end
+
     should "not allow duplicate votes" do
       user = FactoryGirl.create(:user)
       post = FactoryGirl.create(:post)