diff --git a/prospector/llm/llm_service.py b/prospector/llm/llm_service.py
index aac0d16ce..677870990 100644
--- a/prospector/llm/llm_service.py
+++ b/prospector/llm/llm_service.py
@@ -1,6 +1,7 @@
 import validators
 from langchain_core.language_models.llms import LLM
 from langchain_core.output_parsers import StrOutputParser
+from requests import HTTPError
 
 from datamodel.commit import Commit
 from llm.instantiation import create_model_instance
@@ -95,6 +96,12 @@ def classify_commit(
             )
             logger.info(f"LLM returned is_relevant={is_relevant}")
 
+        except HTTPError as e:
+            # if the diff is too big, a 400 error is returned -> silently ignore by returning False for this commit
+            status_code = e.response.status_code
+            if status_code == 400:
+                return False
+            raise RuntimeError(f"Prompt-model chain could not be invoked: {e}")
         except Exception as e:
             raise RuntimeError(f"Prompt-model chain could not be invoked: {e}")