diff --git a/fieldExtraction/src/investment/file_processing.py b/fieldExtraction/src/investment/file_processing.py
index 25789ca..63fffbe 100644
--- a/fieldExtraction/src/investment/file_processing.py
+++ b/fieldExtraction/src/investment/file_processing.py
@@ -99,9 +99,7 @@ def run_one_to_n_prompts(filename, text_dict, exhibit_pages, exhibit_chunk_mappi
     for exhibit_page in exhibit_pages:
         exhibit_chunk = string_utils.get_exhibit_chunk(text_dict, exhibit_chunk_mapping, exhibit_page)
         if string_utils.contains_reimbursement(exhibit_chunk):
-
-            print(exhibit_page)
-
+            
             ################## INITIALIZE FIELDS ##################
             reimbursement_level_fields = FieldSet(relationship="one_to_n", field_type="reimbursement_level", file_path=FIELD_JSON_PATH)
             exhibit_level_fields = FieldSet(relationship="one_to_n", field_type="exhibit_level", file_path=FIELD_JSON_PATH)
diff --git a/fieldExtraction/src/investment/one_to_n_funcs.py b/fieldExtraction/src/investment/one_to_n_funcs.py
index b9d087a..e8bad37 100644
--- a/fieldExtraction/src/investment/one_to_n_funcs.py
+++ b/fieldExtraction/src/investment/one_to_n_funcs.py
@@ -166,7 +166,6 @@ def get_special_cases(reimbursement_primary_answers: list[dict], filename: str)
 
     for answer_dict in reimbursement_primary_answers:
         contract_service_cd, contract_reimbursement_method = answer_dict.get("CONTRACT_SERVICE_CD_OR_DESC"), answer_dict.get("CONTRACT_REIMBURSEMENT_METHOD")
-        print(contract_service_cd)
         if contract_service_cd and contract_reimbursement_method:
             llm_answer_final = string_utils.extract_text_from_delimiters(
                     llm_utils.invoke_claude(
@@ -175,7 +174,6 @@ def get_special_cases(reimbursement_primary_answers: list[dict], filename: str)
                         filename
                     ),
                     Delimiter.PIPE)
-            print(f"LLM Answers Final: {llm_answer_final}")
 
             # Default
             if "DEFAULT_TERM" in llm_answer_final:
diff --git a/fieldExtraction/src/investment/special_case_funcs.py b/fieldExtraction/src/investment/special_case_funcs.py
index 8db1d6b..f51c455 100644
--- a/fieldExtraction/src/investment/special_case_funcs.py
+++ b/fieldExtraction/src/investment/special_case_funcs.py
@@ -10,39 +10,35 @@ def get_outlier_fields(answer_dict, filename):
     service, methodology = answer_dict.get("CONTRACT_SERVICE_CD_OR_DESC"), answer_dict.get("CONTRACT_REIMBURSEMENT_METHOD")
     answer_dict["CONTRACT_FACILITY_OUTLIER_TERMS"] = methodology
     questions = FieldSet(file_path=config.FIELD_JSON_PATH, field_type="outlier")
-    llm_answer_final = string_utils.universal_json_load(
-                        llm_utils.invoke_claude(
+    llm_answer_raw = llm_utils.invoke_claude(
                             investment_prompts.SERVICE_METHODOLOGY_BREAKOUT(service, methodology, questions),
                             config.MODEL_ID_CLAUDE35_SONNET,
                             filename
                         )
-                    )
+    llm_answer_final = string_utils.universal_json_load(llm_answer_raw)
     return {**answer_dict, **llm_answer_final}
 
-
 def get_stop_loss_fields(answer_dict, filename):
     service, methodology = answer_dict.get("CONTRACT_SERVICE_CD_OR_DESC"), answer_dict.get("CONTRACT_REIMBURSEMENT_METHOD")
     answer_dict["CONTRACT_FACILITY_STOP_LOSS_TERMS"] = methodology
     questions = FieldSet(file_path=config.FIELD_JSON_PATH, field_type="stop_loss")
-    llm_answer_final = string_utils.universal_json_load(
-                        llm_utils.invoke_claude(
+    llm_answer_raw = llm_utils.invoke_claude(
                             investment_prompts.SERVICE_METHODOLOGY_BREAKOUT(service, methodology, questions),
                             config.MODEL_ID_CLAUDE35_SONNET,
                             filename
                         )
-                    )
+    llm_answer_final = string_utils.universal_json_load(llm_answer_raw)
     return {**answer_dict, **llm_answer_final}
 
 def get_sequestration_fields(answer_dict, filename):
     service, methodology = answer_dict.get("CONTRACT_SERVICE_CD_OR_DESC"), answer_dict.get("CONTRACT_REIMBURSEMENT_METHOD")
     questions = FieldSet(file_path=config.FIELD_JSON_PATH, field_type="sequestration")
-    llm_answer_final = string_utils.universal_json_load(
-                        llm_utils.invoke_claude(
+    llm_answer_raw = llm_utils.invoke_claude(
                             investment_prompts.SERVICE_METHODOLOGY_BREAKOUT(service, methodology, questions),
                             config.MODEL_ID_CLAUDE35_SONNET,
                             filename
                         )
-                    )
+    llm_answer_final = string_utils.universal_json_load(llm_answer_raw)
     return {**answer_dict, **llm_answer_final}
 
 
diff --git a/fieldExtraction/src/prompts/investment_prompts.py b/fieldExtraction/src/prompts/investment_prompts.py
index 6cd1294..8865a24 100644
--- a/fieldExtraction/src/prompts/investment_prompts.py
+++ b/fieldExtraction/src/prompts/investment_prompts.py
@@ -498,7 +498,7 @@ Here is the Service and Methodology:
 Service: {service}
 Methodology: {methodology}
 
-Determine if the Service and Methodology match any of the descriptions.
+Determine if the Service and Methodology match any of the special case descriptions.
 If so, write the name of the Case. If they do not, simply write N/A.
 
 {PIPE_FORMAT_INSTRUCTIONS}