diff --git a/chirp/projects/zoo/models.py b/chirp/projects/zoo/models.py
index 6708813d..4e4fa117 100644
--- a/chirp/projects/zoo/models.py
+++ b/chirp/projects/zoo/models.py
@@ -47,6 +47,7 @@ def model_class_map() -> dict[str, Any]:
       'separate_embed_model': SeparateEmbedModel,
       'tfhub_model': TFHubModel,
       'google_whale': GoogleWhaleModel,
+      'handcrafted_features': HandcraftedFeaturesModel,
   }
 
 
@@ -124,6 +125,24 @@ def get_preset_model_config(preset_name):
     model_config.model_url = 'https://tfhub.dev/google/vggish/1'
     model_config.embedding_index = -1
     model_config.logits_index = -1
+  elif preset_name == 'beans_baseline':
+    model_key = 'handcrafted_features'
+    embedding_dim = 80
+    model_config.sample_rate = 32_000
+    model_config.melspec_config = config_dict.ConfigDict({
+        'sample_rate': model_config.sample_rate,
+        'features': 160,
+        'stride': 320,
+        'kernel_size': 640,
+        'freq_range': (60.0, model_config.sample_rate / 2.0),
+        'scaling_config': frontend.LogScalingConfig(),
+    })
+    model_config.features_config = config_dict.ConfigDict({
+        'compute_mfccs': True,
+        'aggregation': 'beans',
+    })
+    model_config.window_size_s = 1.0
+    model_config.hop_size_s = 1.0
   else:
     raise ValueError('Unsupported model preset: %s' % preset_name)
   return model_key, embedding_dim, model_config