diff --git a/spacy_llm/models/rest/mistral/__init__.py b/spacy_llm/models/rest/mistral/__init__.py
new file mode 100644
index 00000000..bb45f7fb
--- /dev/null
+++ b/spacy_llm/models/rest/mistral/__init__.py
@@ -0,0 +1,4 @@
+from .model import AzureMistral
+from .registry import azure_mistral
+
+__all__ = ["AzureMistral", "azure_mistral"]
diff --git a/spacy_llm/models/rest/mistral/model.py b/spacy_llm/models/rest/mistral/model.py
new file mode 100644
index 00000000..83918171
--- /dev/null
+++ b/spacy_llm/models/rest/mistral/model.py
@@ -0,0 +1,80 @@
+import warnings
+import os
+from typing import Iterable, Optional, Any, Dict
+from ..base import REST
+
+from mistralai.client import MistralClient
+from mistralai.models.chat_completion import ChatMessage
+
+
+class AzureMistral(REST):
+    def __init__(
+        self,
+        name: str,
+        endpoint: str,
+        config: Dict[Any, Any],
+        strict: bool,
+        max_tries: int,
+        interval: float,
+        max_request_time: float,
+        context_length: Optional[int],
+    ):
+        super().__init__(
+            name,
+            endpoint,
+            config,
+            strict,
+            max_tries,
+            interval,
+            max_request_time,
+            context_length,
+        )
+
+    def __call__(self, prompts: Iterable[Iterable[str]]) -> Iterable[Iterable[str]]:
+        all_resps = []
+        api_key = self._credentials.get("api-key")
+        for prompts_doc in prompts:
+            doc_resps = []
+            for prompt in prompts_doc:
+                client = MistralClient(endpoint=self._endpoint, api_key=api_key)
+
+                chat_response = client.chat(
+                    model=self._name,
+                    messages=[
+                        ChatMessage(
+                            role="user",
+                            content=prompt,
+                        )
+                    ],
+                )
+                doc_resps.append(chat_response.choices[0].message.content)
+            all_resps.append(doc_resps)
+        return all_resps
+
+    @staticmethod
+    def _get_context_lengths() -> Dict[str, int]:
+        return {
+            "azureai": 8192,
+        }
+
+    def _verify_auth(self) -> None:
+        try:
+            self([["test"]])
+        except ValueError as err:
+            raise err
+
+    @property
+    def credentials(self) -> Dict[str, str]:
+        # Fetch and check the key
+        api_key = os.getenv("MISTRAL_API_KEY")
+        if api_key is None:
+            warnings.warn(
+                "Could not find the API key to access the Mistral AI API. Ensure you have an API key "
+                "set up (see "
+                ", then make it available as an environment variable 'MISTRAL_API_KEY'."
+            )
+
+        # Check the access and get a list of available models to verify the model argument (if not None)
+        # Even if the model is None, this call is used as a healthcheck to verify access.
+        assert api_key is not None
+        return {"api-key": api_key}
diff --git a/spacy_llm/models/rest/mistral/registry.py b/spacy_llm/models/rest/mistral/registry.py
new file mode 100644
index 00000000..8408a6ed
--- /dev/null
+++ b/spacy_llm/models/rest/mistral/registry.py
@@ -0,0 +1,28 @@
+from ....registry import registry
+from typing import Optional, Dict, Any
+from .model import AzureMistral
+from confection import SimpleFrozenDict
+
+
+@registry.llm_models("AzureMistral.v1")
+def azure_mistral(
+    name,
+    endpoint,
+    config: Dict[Any, Any] = SimpleFrozenDict(temperature=0.0),
+    strict: bool = AzureMistral.DEFAULT_STRICT,
+    max_tries: int = AzureMistral.DEFAULT_MAX_TRIES,
+    interval: float = AzureMistral.DEFAULT_INTERVAL,
+    max_request_time: float = AzureMistral.DEFAULT_MAX_REQUEST_TIME,
+    context_length: Optional[int] = None,
+):
+
+    return AzureMistral(
+        name=name,
+        endpoint=endpoint,
+        config=config,
+        strict=strict,
+        max_tries=max_tries,
+        interval=interval,
+        max_request_time=max_request_time,
+        context_length=context_length,
+    )