diff --git a/config.py.example b/config.py.example
index cfc9ba547..10c31fa44 100644
--- a/config.py.example
+++ b/config.py.example
@@ -67,8 +67,6 @@ FEATURE_EVAL_FILTERING = True
 # Choose settings used for model training
 FEATURE_EVAL_MODEL_SELECTION = False
 
-# Enable similarity API endpoints and webpages
-FEATURE_SIMILARITY = True
 # Allow submission of feedback on the quality of similarity results
 FEATURE_SIMILARITY_FEEDBACK = False
 
diff --git a/consul_config.py.ctmpl b/consul_config.py.ctmpl
index ec064f14a..38e4bea69 100644
--- a/consul_config.py.ctmpl
+++ b/consul_config.py.ctmpl
@@ -57,8 +57,6 @@ FEATURE_EVAL_LOCATION = {{template "KEY" "feature/eval_location"}}
 FEATURE_EVAL_FILTERING = {{template "KEY" "feature/eval_filtering"}}
 # Choose settings used for model training
 FEATURE_EVAL_MODEL_SELECTION = {{template "KEY" "feature/eval_model_selection"}}
-# Enable similarity API endpoints and webpages
-FEATURE_SIMILARITY = {{template "KEY" "feature/similarity"}}
 # Allow submission of feedback on the quality of similarity results
 FEATURE_SIMILARITY_FEEDBACK = {{template "KEY" "feature/similarity_feedback"}}
 
diff --git a/webserver/__init__.py b/webserver/__init__.py
index cbad86009..14a4f10ec 100644
--- a/webserver/__init__.py
+++ b/webserver/__init__.py
@@ -169,7 +169,6 @@ def create_app_sphinx():
     blueprints/views are needed to build documentation.
     """
     app = CustomFlask(import_name=__name__, use_flask_uuid=True)
-    app.config["FEATURE_SIMILARITY"] = True
     _register_blueprints(app)
     return app
 
@@ -190,8 +189,7 @@ def register_ui(app):
         app.register_blueprint(login_bp, url_prefix='/login')
         app.register_blueprint(user_bp)
         app.register_blueprint(datasets_bp, url_prefix='/datasets')
-        if app.config.get("FEATURE_SIMILARITY", False):
-            app.register_blueprint(similarity_bp, url_prefix='/similarity')
+        app.register_blueprint(similarity_bp, url_prefix='/similarity')
 
     def register_api(app):
         v1_prefix = os.path.join(API_PREFIX, 'v1')
@@ -202,8 +200,7 @@ def register_api(app):
         app.register_blueprint(bp_core, url_prefix=v1_prefix)
         app.register_blueprint(bp_datasets, url_prefix=v1_prefix + '/datasets')
         app.register_blueprint(bp_dataset_eval, url_prefix=v1_prefix + '/datasets/evaluation')
-        if app.config.get("FEATURE_SIMILARITY", False):
-            app.register_blueprint(bp_similarity, url_prefix=v1_prefix + '/similarity')
+        app.register_blueprint(bp_similarity, url_prefix=v1_prefix + '/similarity')
 
         from webserver.views.api.legacy import api_legacy_bp
         app.register_blueprint(api_legacy_bp)
diff --git a/webserver/templates/data/summary.html b/webserver/templates/data/summary.html
index fb9271d79..0b9434026 100644
--- a/webserver/templates/data/summary.html
+++ b/webserver/templates/data/summary.html
@@ -8,9 +8,7 @@
   <div id="page-recording-summary">
 
     <h2 class="page-title">Recording "{{ metadata['title'] }}" by {{ metadata['artist'] }}</h2>
-      {%- if config.get('FEATURE_SIMILARITY') %}
-        <p><a href="{{ url_for('similarity.metrics', mbid=metadata['mbid']) }}">See Similar</a></p>
-      {% endif -%}
+    <p><a href="{{ url_for('similarity.metrics', mbid=metadata['mbid']) }}">See Similar</a></p>
 
     {%- include 'data/summary-metadata.html' -%}