diff --git a/aixplain/factories/agent_factory/__init__.py b/aixplain/factories/agent_factory/__init__.py
index ae0158e1..5e2cce50 100644
--- a/aixplain/factories/agent_factory/__init__.py
+++ b/aixplain/factories/agent_factory/__init__.py
@@ -112,7 +112,16 @@ def create(
         tools = [] if tools is None else list(tools)
         workflow_tasks = [] if workflow_tasks is None else list(workflow_tasks)
         from aixplain.utils.llm_utils import get_llm_instance
-
+        # Define supported kwargs
+        supported_kwargs = {"llm_id"}
+        
+        # Validate kwargs - raise error if unsupported kwargs are provided
+        unsupported_kwargs = set(kwargs.keys()) - supported_kwargs
+        if unsupported_kwargs:
+            raise ValueError(
+                f"Unsupported keyword argument(s): {', '.join(sorted(unsupported_kwargs))}. "
+                f"Supported kwargs are: {', '.join(sorted(supported_kwargs))}."
+            )
         # Extract llm_id from kwargs if present (deprecated parameter)
         llm_id = kwargs.get("llm_id", None)
         if llm_id is not None:
diff --git a/aixplain/factories/team_agent_factory/__init__.py b/aixplain/factories/team_agent_factory/__init__.py
index e9d2ba7a..b1244962 100644
--- a/aixplain/factories/team_agent_factory/__init__.py
+++ b/aixplain/factories/team_agent_factory/__init__.py
@@ -92,6 +92,16 @@ def create(
             mentalist_llm: DEPRECATED. LLM for planning.
             use_mentalist: DEPRECATED. Whether to use the mentalist agent.
         """
+        # Define supported kwargs
+        supported_kwargs = {"llm_id", "mentalist_llm", "use_mentalist"}
+        
+        # Validate kwargs - raise error if unsupported kwargs are provided
+        unsupported_kwargs = set(kwargs.keys()) - supported_kwargs
+        if unsupported_kwargs:
+            raise ValueError(
+                f"Unsupported keyword argument(s): {', '.join(sorted(unsupported_kwargs))}. "
+                f"Supported kwargs are: {', '.join(sorted(supported_kwargs))}."
+            )
         # Handle deprecated parameters from kwargs
         if "llm_id" in kwargs:
             llm_id = kwargs.pop("llm_id")
diff --git a/aixplain/modules/agent/__init__.py b/aixplain/modules/agent/__init__.py
index d76cf381..cfc97424 100644
--- a/aixplain/modules/agent/__init__.py
+++ b/aixplain/modules/agent/__init__.py
@@ -601,7 +601,18 @@ def run(
             Dict: parsed output from model
         """
         start = time.time()
-
+        
+        # Define supported kwargs
+        supported_kwargs = {"output_format", "expected_output"}
+        
+        # Validate kwargs - raise error if unsupported kwargs are provided
+        unsupported_kwargs = set(kwargs.keys()) - supported_kwargs
+        if unsupported_kwargs:
+            raise ValueError(
+                f"Unsupported keyword argument(s): {', '.join(sorted(unsupported_kwargs))}. "
+                f"Supported kwargs are: {', '.join(sorted(supported_kwargs))}."
+            )
+        
         # Extract deprecated parameters from kwargs
         output_format = kwargs.get("output_format", None)
         expected_output = kwargs.get("expected_output", None)
diff --git a/aixplain/modules/team_agent/__init__.py b/aixplain/modules/team_agent/__init__.py
index 4b512ce2..82099092 100644
--- a/aixplain/modules/team_agent/__init__.py
+++ b/aixplain/modules/team_agent/__init__.py
@@ -158,6 +158,16 @@ def __init__(
             mentalist_llm (Optional[LLM], optional): DEPRECATED. Mentalist/Planner LLM instance. Defaults to None.
             use_mentalist (bool, optional): DEPRECATED. Whether to use mentalist/planner. Defaults to True.
         """
+         # Define supported kwargs
+        supported_kwargs = {"llm_id", "mentalist_llm", "use_mentalist"}
+        
+        # Validate kwargs - raise error if unsupported kwargs are provided
+        unsupported_kwargs = set(additional_info.keys()) - supported_kwargs
+        if unsupported_kwargs:
+            raise ValueError(
+                f"Unsupported keyword argument(s): {', '.join(sorted(unsupported_kwargs))}. "
+                f"Supported kwargs are: {', '.join(sorted(supported_kwargs))}."
+            )
         # Handle deprecated parameters from kwargs
         if "llm_id" in additional_info:
             llm_id = additional_info.pop("llm_id")