diff --git a/pr_agent/algo/ai_handlers/litellm_ai_handler.py b/pr_agent/algo/ai_handlers/litellm_ai_handler.py
index 666db1b1..527a20a8 100644
--- a/pr_agent/algo/ai_handlers/litellm_ai_handler.py
+++ b/pr_agent/algo/ai_handlers/litellm_ai_handler.py
@@ -73,6 +73,18 @@ class LiteLLMAIHandler(BaseAiHandler):
                 region_name=get_settings().aws.bedrock_region,
             )
 
+    def prepare_logs(self, response, system, user, resp, finish_reason):
+        response_log = response.dict().copy()
+        response_log['system'] = system
+        response_log['user'] = user
+        response_log['output'] = resp
+        response_log['finish_reason'] = finish_reason
+        if hasattr(self, 'main_pr_language'):
+            response_log['main_pr_language'] = self.main_pr_language
+        else:
+            response_log['main_pr_language'] = 'unknown'
+        return response_log
+
     @property
     def deployment_id(self):
         """
@@ -127,16 +139,8 @@ class LiteLLMAIHandler(BaseAiHandler):
             finish_reason = response["choices"][0]["finish_reason"]
             get_logger().debug(f"\nAI response:\n{resp}")
 
-            # log the full response for debugging, including the system and user prompts
-            response_log = response.dict()
-            response_log['system'] = system
-            response_log['user'] = user
-            response_log['output'] = resp
-            response_log['finish_reason'] = finish_reason
-            if hasattr(self, 'main_pr_language'):
-                response_log['main_pr_language'] = self.main_pr_language
-            else:
-                response_log['main_pr_language'] = 'unknown'
+            # log the full response for debugging
+            response_log = self.prepare_logs(response, system, user, resp, finish_reason)
             get_logger().debug("Full_response", artifact=response_log)
 
             # for CLI debugging