diff --git a/network-api/networkapi/templates/fragments/buyersguide/average_vote_rating.html b/network-api/networkapi/templates/fragments/buyersguide/average_vote_rating.html
index 23273937132..b67b1f941c7 100644
--- a/network-api/networkapi/templates/fragments/buyersguide/average_vote_rating.html
+++ b/network-api/networkapi/templates/fragments/buyersguide/average_vote_rating.html
@@ -1,8 +1,8 @@
 {% load i18n %}
 
 <span class="tw-body-small">
-    {% with vote_data=product.votes.get_vote_average %}
+    {% with vote_data=product.average_bin %}
         <a class="tw-body-small" href="#creepiness-vote">{% trans "People voted:" %}</a>
-        <span class="people-voted {{ vote_data.label|slugify }}">{{ vote_data }}</span>
+        <span class="people-voted {{ vote_data.label|slugify }}">{{ vote_data.localized }}</span>
     {% endwith %}
 </span>
diff --git a/network-api/networkapi/wagtailpages/pagemodels/buyersguide/products.py b/network-api/networkapi/wagtailpages/pagemodels/buyersguide/products.py
index cddc22e328f..5bbbf2faf1c 100644
--- a/network-api/networkapi/wagtailpages/pagemodels/buyersguide/products.py
+++ b/network-api/networkapi/wagtailpages/pagemodels/buyersguide/products.py
@@ -390,6 +390,26 @@ def labelled_creepiness_per_bin(self):
             }
         return creepiness_per_bin
 
+    @property
+    def average_bin(self):
+        """Name of the bin corresponding to the average vote"""
+        total_votes = self.total_votes
+        # If there's no votes, let the user know (also protects from division by zero errors)
+        if total_votes == 0:
+            return {
+                "label": "No votes",
+                "localized": gettext("No votes"),
+            }
+
+        average_vote = self.average_creepiness
+        mode_bin = round(average_vote / 20) - 1
+        label = self.BIN_LABELS[f"bin_{mode_bin}"]
+
+        return {
+            "label": label["key"],
+            "localized": label["label"],
+        }
+
 
 class ProductPageCategory(TranslatableMixin, Orderable):
     product = ParentalKey(
@@ -741,7 +761,10 @@ def annotated_evaluation(self):
         if not self.evaluation:
             return None
         return (
-            ProductPageEvaluation.objects.with_total_creepiness().with_average_creepiness().get(pk=self.evaluation.pk)
+            ProductPageEvaluation.objects.with_total_votes()
+            .with_total_creepiness()
+            .with_average_creepiness()
+            .get(pk=self.evaluation.pk)
         )
 
     @property
@@ -756,6 +779,10 @@ def creepiness(self):
         except AttributeError:
             return self.annotated_evaluation.average_creepiness
 
+    @property
+    def average_bin(self):
+        return self.annotated_evaluation.average_bin
+
     @property
     def get_voting_json(self):
         """
diff --git a/network-api/networkapi/wagtailpages/tests/buyersguide/test_product_page_evaluation.py b/network-api/networkapi/wagtailpages/tests/buyersguide/test_product_page_evaluation.py
index 33cf019487a..a6131b7fc79 100644
--- a/network-api/networkapi/wagtailpages/tests/buyersguide/test_product_page_evaluation.py
+++ b/network-api/networkapi/wagtailpages/tests/buyersguide/test_product_page_evaluation.py
@@ -147,6 +147,9 @@ def test_creepiness_per_bin(self):
         self.assertEqual(evaluation.average_creepiness, 50)
         self.assertEqual(evaluation.total_creepiness, 250)
         self.assertEqual(evaluation.total_votes, 5)
+        self.assertDictEqual(
+            evaluation.average_bin, {"label": "A little creepy", "localized": gettext("A little creepy")}
+        )
 
     def test_creepiness_per_bin_limits(self):
         product_page = buyersguide_factories.ProductPageFactory(parent=self.bg)
@@ -189,6 +192,9 @@ def test_creepiness_per_bin_limits(self):
         self.assertEqual(evaluation.average_creepiness, 49.5)
         self.assertEqual(evaluation.total_creepiness, 495)
         self.assertEqual(evaluation.total_votes, 10)
+        self.assertDictEqual(
+            evaluation.average_bin, {"label": "A little creepy", "localized": gettext("A little creepy")}
+        )
 
 
 class TestProductPageEvaluationPrefetching(BuyersGuideTestCase):