diff --git a/src/prompts/investment_prompts.json b/src/prompts/investment_prompts.json
index 4268fcf..d6b2f4f 100644
--- a/src/prompts/investment_prompts.json
+++ b/src/prompts/investment_prompts.json
@@ -93,7 +93,7 @@
         "field_name": "LOB",
         "relationship": "one_to_n",
         "field_type": "dynamic_primary",
-        "prompt": "A distinct, high-level category of health insurance coverage. Choose LOBs ONLY from the following values: {valid_values}. Do NOT extract Programs, Products, or other entities listed. Choose ONLY from the valid values presented. Only return values that are explicitly written - do NOT fill this value out by deducing the answer from sub-Programs that may fall under one of the valid answers. If only the sub-Program is seen, return 'N/A'.",
+        "prompt": "A distinct, high-level category of health insurance coverage. Choose LOBs ONLY from the following values: {valid_values}. Do NOT extract Programs, Products, or other entities listed. Choose ONLY from the valid values presented. Only return values that are explicitly written - do NOT fill this value out by deducing the answer from sub-Programs that may fall under one of the valid answers. If only the sub-Program is seen, return 'N/A'. Do NOT extract an LOB that appears only incidentally as part of a rate name, reimbursement methodology, or pricing reference (e.g., 'Medicaid Base DRG rate'). Only extract an LOB if the text explicitly declares or restricts the scope of the exhibit or agreement to that LOB.",
         "valid_values": "VALID_LOBS",
         "retrieval_question": "What Line of Business does this contract apply to?"
     },