diff --git a/libs/partners/ai21/langchain_ai21/ai21_base.py b/libs/partners/ai21/langchain_ai21/ai21_base.py
index fa9f30ed80..0c7c79f64c 100644
--- a/libs/partners/ai21/langchain_ai21/ai21_base.py
+++ b/libs/partners/ai21/langchain_ai21/ai21_base.py
@@ -9,6 +9,8 @@ _DEFAULT_TIMEOUT_SEC = 300
 
 
 class AI21Base(BaseModel):
+    """Base class for AI21 models."""
+
     class Config:
         arbitrary_types_allowed = True
 
diff --git a/libs/partners/ai21/langchain_ai21/chat/chat_adapter.py b/libs/partners/ai21/langchain_ai21/chat/chat_adapter.py
index 89fb488b1a..67f70ca381 100644
--- a/libs/partners/ai21/langchain_ai21/chat/chat_adapter.py
+++ b/libs/partners/ai21/langchain_ai21/chat/chat_adapter.py
@@ -14,8 +14,8 @@ _ROLE_TYPE = Union[str, RoleType]
 
 
 class ChatAdapter(ABC):
-    """
-    Provides a common interface for the different Chat models available in AI21.
+    """Common interface for the different Chat models available in AI21.
+
     It converts LangChain messages to AI21 messages.
     Calls the appropriate AI21 model API with the converted messages.
     """
@@ -77,6 +77,8 @@ class ChatAdapter(ABC):
 
 
 class J2ChatAdapter(ChatAdapter):
+    """Adapter for J2Chat models."""
+
     def convert_messages(self, messages: List[BaseMessage]) -> Dict[str, Any]:
         system_message = ""
         converted_messages = []  # type: ignore
@@ -107,6 +109,8 @@ class J2ChatAdapter(ChatAdapter):
 
 
 class JambaChatCompletionsAdapter(ChatAdapter):
+    """Adapter for Jamba Chat Completions."""
+
     def convert_messages(self, messages: List[BaseMessage]) -> Dict[str, Any]:
         return {
             "messages": [
diff --git a/libs/partners/ai21/langchain_ai21/chat/chat_factory.py b/libs/partners/ai21/langchain_ai21/chat/chat_factory.py
index 8f47a85059..1fdeb5436f 100644
--- a/libs/partners/ai21/langchain_ai21/chat/chat_factory.py
+++ b/libs/partners/ai21/langchain_ai21/chat/chat_factory.py
@@ -6,6 +6,14 @@ from langchain_ai21.chat.chat_adapter import (
 
 
 def create_chat_adapter(model: str) -> ChatAdapter:
+    """Create a chat adapter based on the model.
+
+    Args:
+        model: The model to create the chat adapter for.
+
+    Returns:
+        The chat adapter.
+    """
     if "j2" in model:
         return J2ChatAdapter()
 
diff --git a/libs/partners/ai21/langchain_ai21/contextual_answers.py b/libs/partners/ai21/langchain_ai21/contextual_answers.py
index 264f45460a..79b091adac 100644
--- a/libs/partners/ai21/langchain_ai21/contextual_answers.py
+++ b/libs/partners/ai21/langchain_ai21/contextual_answers.py
@@ -19,11 +19,15 @@ ContextType = Union[str, List[Union[Document, str]]]
 
 
 class ContextualAnswerInput(TypedDict):
+    """Input for the ContextualAnswers runnable."""
+
     context: ContextType
     question: str
 
 
 class AI21ContextualAnswers(RunnableSerializable[ContextualAnswerInput, str], AI21Base):
+    """Runnable for the AI21 Contextual Answers API."""
+
     class Config:
         """Configuration for this pydantic object."""
 
diff --git a/libs/partners/ai21/langchain_ai21/embeddings.py b/libs/partners/ai21/langchain_ai21/embeddings.py
index 97b7d68242..87ef389470 100644
--- a/libs/partners/ai21/langchain_ai21/embeddings.py
+++ b/libs/partners/ai21/langchain_ai21/embeddings.py
@@ -15,7 +15,8 @@ def _split_texts_into_batches(texts: List[str], batch_size: int) -> Iterator[Lis
 
 
 class AI21Embeddings(Embeddings, AI21Base):
-    """AI21 Embeddings embedding model.
+    """AI21 embedding model.
+
     To use, you should have the 'AI21_API_KEY' environment variable set
     or pass as a named parameter to the constructor.
 
diff --git a/libs/partners/ai21/langchain_ai21/llms.py b/libs/partners/ai21/langchain_ai21/llms.py
index 0cba917bd5..0c0ae1822e 100644
--- a/libs/partners/ai21/langchain_ai21/llms.py
+++ b/libs/partners/ai21/langchain_ai21/llms.py
@@ -19,7 +19,7 @@ from langchain_ai21.ai21_base import AI21Base
 
 
 class AI21LLM(BaseLLM, AI21Base):
-    """AI21LLM large language models.
+    """AI21 large language models.
 
     Example:
         .. code-block:: python
diff --git a/libs/partners/ai21/langchain_ai21/semantic_text_splitter.py b/libs/partners/ai21/langchain_ai21/semantic_text_splitter.py
index cda0bba1b1..974ba6bc23 100644
--- a/libs/partners/ai21/langchain_ai21/semantic_text_splitter.py
+++ b/libs/partners/ai21/langchain_ai21/semantic_text_splitter.py
@@ -20,7 +20,7 @@ logger = logging.getLogger(__name__)
 
 class AI21SemanticTextSplitter(TextSplitter):
     """Splitting text into coherent and readable units,
-    based on distinct topics and lines
+    based on distinct topics and lines.
     """
 
     def __init__(