diff --git a/dataikuapi/dss/modelcomparison.py b/dataikuapi/dss/modelcomparison.py
new file mode 100644
index 00000000..8562140a
--- /dev/null
+++ b/dataikuapi/dss/modelcomparison.py
@@ -0,0 +1,164 @@
+from dataikuapi.dss.discussion import DSSObjectDiscussions
+
+
+class DSSModelComparison(object):
+    """
+    A handle to interact with a model comparison on the DSS instance
+
+    Do not create this directly, use :meth:`dataikuapi.dss.DSSProject.get_model_comparison`
+    """
+    def __init__(self, client, project_key, mec_id):
+        self.client = client
+        self.project = client.get_project(project_key)
+        self.project_key = project_key
+        self.mec_id = mec_id
+
+    @property
+    def id(self):
+        return self.mec_id
+
+    def get_settings(self):
+        """
+        Returns the settings of this model comparison
+
+        :rtype: :class:`dataikuapi.dss.modelcomparison.DSSModelComparisonSettings`
+        """
+        data = self.client._perform_json(
+            "GET", "/projects/%s/modelcomparisons/%s" % (self.project_key, self.mec_id))
+        return DSSModelComparisonSettings(self, data)
+
+    def get_object_discussions(self):
+        """
+        Get a handle to manage discussions on the model comparison
+
+        :returns: the handle to manage discussions
+        :rtype: :class:`dataikuapi.discussion.DSSObjectDiscussions`
+        """
+        return DSSObjectDiscussions(self.client, self.project_key, "MODEL_COMPARISON", self.mec_id)
+
+    ########################################################
+    # Deletion
+    ########################################################
+
+    def delete(self):
+        """
+        Delete the model comparison
+
+        """
+        return self.client._perform_empty("DELETE", "/projects/%s/modelcomparisons/%s" % (self.project_key, self.mec_id))
+
+
+class DSSModelComparisonSettings(object):
+    """
+    A handle on the settings of a model comparison
+
+    A model comparison has:
+    - a display name ;
+    - a prediction type ;
+    - a list of full ids of items to compare
+
+    The prediction type can be:
+    - BINARY_CLASSIFICATION,
+    - REGRESSION,
+    - MULTICLASS
+
+    The full ids are:
+    - the model id of a Lab Model,
+    - the model id of a saved model version,
+    - the model evaluation id of a model evaluation.
+
+
+    Do not create this class directly, instead use :meth:`dataikuapi.dss.DSSModelComparison.get_settings`
+    """
+    def __init__(self, model_comparison, settings):
+        self.model_comparison = model_comparison
+        self.settings = settings
+
+    def get_raw(self):
+        """
+        Get raw settings of a model comparison
+
+        :return: the raw settings of comparison, as a dict. Modifications made to the returned object
+        are reflected when saving
+        :rtype: dict
+        """
+        return self.settings
+
+    def add_compared_item(self, full_id):
+        """
+        Add an item to the list of compared items
+
+        :param full_id: full id of the item (lab model, saved model version, model evaluation) to add
+        """
+        if "comparedModels" not in self.settings:
+            self.settings["comparedModels"] = []
+        self.settings["comparedModels"].append({
+            "refId": full_id
+        })
+
+    def remove_compared_item(self, full_id):
+        """
+        Remove an item from the list of compared items
+
+        :param full_id: full id of the item (lab model, saved model version, model evaluation) to remove
+        """
+        if not self.settings["comparedModels"]:
+            return
+        self.settings["comparedModels"] = filter(lambda x: x["refId"] != full_id, self.settings["comparedModels"])
+
+    def get_compared_items(self):
+        """
+        Get the full ids of items compared in this comparison
+
+        :return: the list of the full ids of compared items
+        :rtype: list[str]
+        """
+        if not self.settings["comparedModels"]:
+            return []
+        return [x["refId"] for x in self.settings["comparedModels"]]
+
+    @property
+    def prediction_type(self):
+        """
+        Get the prediction type of this comparison
+
+        :return: str
+        """
+        return self.settings["predictionType"]
+
+    @prediction_type.setter
+    def prediction_type(self, prediction_type):
+        """
+        Set the prediction type of this comparison. Must be consistent
+        with the prediction types of compared items.
+
+        :param prediction_type:
+        """
+        self.settings["predictionType"] = prediction_type
+
+    @property
+    def display_name(self):
+        """
+        Human readable name of this comparison
+
+        :return: str
+        """
+        return self.settings["displayName"]
+
+    @display_name.setter
+    def display_name(self, display_name):
+        """
+        Set the human readable name of this comparison
+
+        :param display_name:
+        """
+        self.settings["displayName"] = display_name
+
+    def save(self):
+        """
+        Save settings modifications
+        """
+        self.model_comparison.client._perform_empty(
+            "PUT", "/projects/%s/modelcomparisons/%s" % (self.model_comparison.project_key, self.model_comparison.mec_id),
+            body=self.settings)
+
diff --git a/dataikuapi/dss/modelevaluationstore.py b/dataikuapi/dss/modelevaluationstore.py
index 170d3651..3f7de2c7 100644
--- a/dataikuapi/dss/modelevaluationstore.py
+++ b/dataikuapi/dss/modelevaluationstore.py
@@ -278,6 +278,9 @@ def get_full_info(self):
             "GET", "/projects/%s/modelevaluationstores/%s/runs/%s" % (self.project_key, self.mes_id, self.run_id))
         return DSSModelEvaluationFullInfo(self, data)
 
+    def get_full_id(self):
+        return "ME-{}-{}-{}".format(self.project_key, self.mes_id, self.run_id)
+
     def delete(self):
         """
         Remove this model evaluation
diff --git a/dataikuapi/dss/project.py b/dataikuapi/dss/project.py
index df7279ce..4a5f8842 100644
--- a/dataikuapi/dss/project.py
+++ b/dataikuapi/dss/project.py
@@ -1,5 +1,6 @@
 import time, warnings, sys, os.path as osp
 from .dataset import DSSDataset, DSSDatasetListItem, DSSManagedDatasetCreationHelper
+from .modelcomparison import DSSModelComparison
 from .jupyternotebook import DSSJupyterNotebook, DSSJupyterNotebookListItem
 from .notebook import DSSNotebook
 from .streaming_endpoint import DSSStreamingEndpoint, DSSStreamingEndpointListItem, DSSManagedStreamingEndpointCreationHelper
@@ -783,17 +784,15 @@ def get_model_evaluation_store(self, mes_id):
         """
         return DSSModelEvaluationStore(self.client, self.project_key, mes_id)
 
-    def create_model_evaluation_store(self, name, mes_id=None):
+    def create_model_evaluation_store(self, name):
         """
         Create a new model evaluation store in the project, and return a handle to interact with it.
         
         :param string name: the name for the new model evaluation store
-        :param string mes_id optional: the id for the new model evaluation store
-        
+
         :returns: A :class:`dataikuapi.dss.modelevaluationstore.DSSModelEvaluationStore` model evaluation store handle
         """
         obj = {
-            "id" : mes_id,
             "projectKey" : self.project_key,
             "name" : name
         }
@@ -802,6 +801,51 @@ def create_model_evaluation_store(self, name, mes_id=None):
         mes_id = res['id']
         return DSSModelEvaluationStore(self.client, self.project_key, mes_id)
 
+    ########################################################
+    # Model comparisons
+    ########################################################
+
+    def list_model_comparisons(self):
+        """
+        List the model comparisons in this project.
+
+        :returns: The list of the model comparisons
+        :rtype: list
+        """
+        items = self.client._perform_json("GET", "/projects/%s/modelcomparisons/" % self.project_key)
+        return [DSSModelComparison(self.client, self.project_key, item["id"]) for item in items]
+
+    def get_model_comparison(self, mec_id):
+        """
+        Get a handle to interact with a specific model comparison
+
+        :param string mec_id: the id of the desired model comparison
+
+        :returns: A handle on a model comparison
+        :rtype: :class:`dataikuapi.dss.modelcomparison.DSSModelComparison`
+        """
+        return DSSModelComparison(self.client, self.project_key, mec_id)
+
+    def create_model_comparison(self, name, prediction_type):
+        """
+        Create a new model comparison in the project, and return a handle to interact with it.
+
+        :param string name: the name for the new model comparison
+        :param string prediction_type: one of BINARY_CLASSIFICATION, REGRESSION and MULTICLASS
+
+        :returns: A handle on a new model comparison
+        :rtype: :class:`dataikuapi.dss.modelcomparison.DSSModelComparison`
+        """
+        obj = {
+            "projectKey": self.project_key,
+            "displayName": name,
+            "predictionType": prediction_type
+        }
+        res = self.client._perform_json("POST", "/projects/%s/modelcomparisons/" % self.project_key,
+                                        body = obj)
+        mec_id = res['id']
+        return DSSModelComparison(self.client, self.project_key, mec_id)
+
     ########################################################
     # Jobs
     ########################################################