diff --git a/libs/langchain/langchain/utilities/arcee.py b/libs/langchain/langchain/utilities/arcee.py
index f79da073ec..4927acf832 100644
--- a/libs/langchain/langchain/utilities/arcee.py
+++ b/libs/langchain/langchain/utilities/arcee.py
@@ -59,6 +59,43 @@ class DALMFilter(BaseModel):
         return values
 
 
+class ArceeDocumentSource(BaseModel):
+    """Source of an Arcee document."""
+
+    document: str
+    name: str
+    id: str
+
+
+class ArceeDocument(BaseModel):
+    """Arcee document."""
+
+    index: str
+    id: str
+    score: float
+    source: ArceeDocumentSource
+
+
+class ArceeDocumentAdapter:
+    """Adapter for Arcee documents"""
+
+    @classmethod
+    def adapt(cls, arcee_document: ArceeDocument) -> Document:
+        """Adapts an `ArceeDocument` to a langchain's `Document` object."""
+        return Document(
+            page_content=arcee_document.source.document,
+            metadata={
+                # arcee document; source metadata
+                "name": arcee_document.source.name,
+                "source_id": arcee_document.source.id,
+                # arcee document metadata
+                "index": arcee_document.index,
+                "id": arcee_document.id,
+                "score": arcee_document.score,
+            },
+        )
+
+
 class ArceeWrapper:
     """Wrapper for Arcee API."""
 
@@ -172,7 +209,7 @@ class ArceeWrapper:
 
         response = self._make_request(
             method="post",
-            route=ArceeRoute.generate,
+            route=ArceeRoute.generate.value,
             body=self._make_request_body_for_models(
                 prompt=prompt,
                 **kwargs,
@@ -196,10 +233,13 @@ class ArceeWrapper:
 
         response = self._make_request(
             method="post",
-            route=ArceeRoute.retrieve,
+            route=ArceeRoute.retrieve.value,
             body=self._make_request_body_for_models(
                 prompt=query,
                 **kwargs,
             ),
         )
-        return [Document(**doc) for doc in response["documents"]]
+        return [
+            ArceeDocumentAdapter.adapt(ArceeDocument(**doc))
+            for doc in response["results"]
+        ]