diff --git a/example-project/.diffux_ci.yaml b/example-project/.diffux_ci.yaml
index 5988c2b..6ee20ee 100644
--- a/example-project/.diffux_ci.yaml
+++ b/example-project/.diffux_ci.yaml
@@ -11,3 +11,6 @@ viewports:
     # http://stackoverflow.com/questions/12463643/mobile-safari-on-iphone-5-visible-area-size
     width: 320
     height: 444
+s3_access_key_id: <%= ENV['S3_ACCESS_KEY_ID'] %>
+s3_secret_access_key: <%= ENV['S3_SECRET_ACCESS_KEY'] %>
+s3_bucket_name: <%= ENV['S3_BUCKET_NAME'] %>
diff --git a/lib/diffux_ci-diffs.html.erb b/lib/diffux_ci-diffs.html.erb
index 8a61337..0637bda 100644
--- a/lib/diffux_ci-diffs.html.erb
+++ b/lib/diffux_ci-diffs.html.erb
@@ -8,11 +8,22 @@
     <h1>Diffux-CI diffs</h1>
     <p>File generated: <%= Time.now %></p>
 
+    <h2>Diffs</h2>
     <% diff_images.each do |diff| %>
       <h3>
         <%= Rack::Utils.escape_html(diff[:description]) %> @ <%= diff[:viewport] %>
       </h3>
       <p><img src="<%= diff[:url] %>"></p>
     <% end %>
+
+    <hr>
+
+    <h2>New examples</h2>
+    <% new_images.each do |image| %>
+      <h3>
+        <%= Rack::Utils.escape_html(image[:description]) %> @ <%= image[:viewport] %>
+      </h3>
+      <p><img src="<%= image[:url] %>"></p>
+    <% end %>
   </body>
 </html>
diff --git a/lib/diffux_ci_runner.rb b/lib/diffux_ci_runner.rb
index 477ed0e..20846ec 100644
--- a/lib/diffux_ci_runner.rb
+++ b/lib/diffux_ci_runner.rb
@@ -8,6 +8,7 @@
 require 'oily_png'
 require 'diffux_ci_utils'
 require 'fileutils'
+require 'yaml'
 
 def resolve_viewports(example)
   configured_viewports = DiffuxCIUtils.config['viewports']
@@ -50,6 +51,13 @@ def init_driver
     fail "JavaScript errors found during initialization: \n#{errors.inspect}"
   end
 
+  # Initialize a hash to store a summary of the results from the run
+  result_summary = {
+    new_examples: [],
+    diff_examples: [],
+    okay_examples: []
+  }
+
   all_examples = driver.execute_script('return window.diffux.getAllExamples()')
 
   # To avoid the overhead of resizing the window all the time, we are going to
@@ -169,10 +177,18 @@ def init_driver
           print '.'
 
           puts " #{comparison[:diff_in_percent].round(1)}% (#{candidate_path})"
+          result_summary[:diff_examples] << {
+            description: description,
+            viewport: viewport['name']
+          }
         else
           # No visual difference was found, so we don't need to do any more
           # work.
           puts ' No diff.'
+          result_summary[:okay_examples] << {
+            description: description,
+            viewport: viewport['name']
+          }
         end
       else
         # There was no baseline image yet, so we want to start by saving a new
@@ -185,9 +201,19 @@ def init_driver
         screenshot.save(baseline_path, :fast_rgba)
         print '.'
         puts " First snapshot created (#{baseline_path})"
+        result_summary[:new_examples] << {
+          description: description,
+          viewport: viewport['name']
+        }
       end
     end
   end
+
+  result_summary_file = File.join(DiffuxCIUtils.config['snapshots_folder'],
+                                  'result_summary.yaml')
+  File.open(result_summary_file, 'w') do |file|
+    file.write result_summary.to_yaml
+  end
 ensure
   driver.quit
 end
diff --git a/lib/diffux_ci_uploader.rb b/lib/diffux_ci_uploader.rb
index f6ff337..0ac4fce 100644
--- a/lib/diffux_ci_uploader.rb
+++ b/lib/diffux_ci_uploader.rb
@@ -17,16 +17,32 @@ def upload_diffs
 
     dir = SecureRandom.uuid
 
-    diff_images = current_snapshots[:diffs].map do |diff|
+    result_summary = YAML.load(File.read(File.join(
+      DiffuxCIUtils.config['snapshots_folder'], 'result_summary.yaml')))
+    diff_images = result_summary[:diff_examples].map do |diff|
       image = bucket.objects.build(
         "#{dir}/#{diff[:description]}_#{diff[:viewport]}.png")
-      image.content = open(diff[:file])
+      image.content = open(DiffuxCIUtils.path_to(diff[:description],
+                                                 diff[:viewport],
+                                                 'diff.png'))
       image.content_type = 'image/png'
       image.save
       diff[:url] = image.url
       diff
     end
 
+    new_images = result_summary[:new_examples].map do |example|
+      image = bucket.objects.build(
+        "#{dir}/#{example[:description]}_#{example[:viewport]}.png")
+      image.content = open(DiffuxCIUtils.path_to(example[:description],
+                                                 example[:viewport],
+                                                 'baseline.png'))
+      image.content_type = 'image/png'
+      image.save
+      example[:url] = image.url
+      example
+    end
+
     html = bucket.objects.build("#{dir}/index.html")
     path = File.expand_path(
       File.join(File.dirname(__FILE__), 'diffux_ci-diffs.html.erb'))
diff --git a/lib/diffux_ci_utils.rb b/lib/diffux_ci_utils.rb
index 5b67fe4..08b79ba 100644
--- a/lib/diffux_ci_utils.rb
+++ b/lib/diffux_ci_utils.rb
@@ -34,7 +34,7 @@ def self.config_from_file
   end
 
   def self.normalize_description(description)
-    Base64.encode64(description)
+    Base64.encode64(description).strip
   end
 
   def self.path_to(description, viewport_name, file_name)
diff --git a/spec/diffux_ci_spec.rb b/spec/diffux_ci_spec.rb
index 943e856..aef71de 100644
--- a/spec/diffux_ci_spec.rb
+++ b/spec/diffux_ci_spec.rb
@@ -54,7 +54,7 @@ def run_diffux
   def snapshot_file_exists?(description, size, file_name)
     File.exist?(
       File.join(@tmp_dir, 'snapshots',
-                Base64.encode64(description), size, file_name)
+                Base64.encode64(description).strip, size, file_name)
     )
   end
 
@@ -63,7 +63,7 @@ def snapshot_file_exists?(description, size, file_name)
       expect(run_diffux[:exit_status]).to eq(0)
     end
 
-    it 'generates a baseline, but no diff' do
+    it 'generates a new baseline, but no diff' do
       run_diffux
       expect(snapshot_file_exists?(description, '@large', 'baseline.png'))
         .to eq(true)
@@ -71,6 +71,19 @@ def snapshot_file_exists?(description, size, file_name)
         .to eq(false)
       expect(snapshot_file_exists?(description, '@large', 'candidate.png'))
         .to eq(false)
+      expect(
+        YAML.load(File.read(File.join(
+          @tmp_dir, 'snapshots', 'result_summary.yaml')))
+      ).to eq(
+        new_examples: [
+          {
+            description: description,
+            viewport: 'large'
+          }
+        ],
+        diff_examples: [],
+        okay_examples: []
+      )
     end
   end
 
@@ -92,6 +105,19 @@ def snapshot_file_exists?(description, size, file_name)
           .to eq(false)
         expect(snapshot_file_exists?(description, '@large', 'candidate.png'))
           .to eq(false)
+        expect(
+          YAML.load(File.read(File.join(
+            @tmp_dir, 'snapshots', 'result_summary.yaml')))
+        ).to eq(
+          okay_examples: [
+            {
+              description: description,
+              viewport: 'large'
+            }
+          ],
+          new_examples: [],
+          diff_examples: []
+        )
       end
     end
 
@@ -124,6 +150,19 @@ def snapshot_file_exists?(description, size, file_name)
             .to eq(true)
           expect(snapshot_file_exists?(description, '@large', 'candidate.png'))
             .to eq(true)
+          expect(
+            YAML.load(File.read(File.join(
+              @tmp_dir, 'snapshots', 'result_summary.yaml')))
+          ).to eq(
+            diff_examples: [
+              {
+                description: description,
+                viewport: 'large'
+              }
+            ],
+            new_examples: [],
+            okay_examples: []
+          )
         end
       end
     end
diff --git a/spec/diffux_ci_utils_spec.rb b/spec/diffux_ci_utils_spec.rb
index fed8a8e..b94fb79 100644
--- a/spec/diffux_ci_utils_spec.rb
+++ b/spec/diffux_ci_utils_spec.rb
@@ -48,7 +48,7 @@
 
     context 'with special characters' do
       let(:description) { '<MyComponent> something interesting' }
-      it { should eq(Base64.encode64(description)) }
+      it { should eq(Base64.encode64(description).strip) }
     end
   end
 
@@ -57,6 +57,6 @@
     let(:description) { '<MyComponent>' }
     let(:viewport_name) { 'large' }
     let(:file_name) { 'diff.png' }
-    it { should eq("./snapshots/#{Base64.encode64(description)}/@large/diff.png") }
+    it { should eq("./snapshots/#{Base64.encode64(description).strip}/@large/diff.png") }
   end
 end