diff --git a/scraibe/summarizer.py b/scraibe/summarizer.py
index 10607a8..e70d70a 100644
--- a/scraibe/summarizer.py
+++ b/scraibe/summarizer.py
@@ -195,7 +195,8 @@ class SummarizerClient:
                 "- Key points and arguments\n"
                 "- Decisions and agreements\n"
                 "- Action items and responsibilities\n"
-                "- Any risks, conflicts, or open issues\n\n"
+                "- Any risks, conflicts, or open issues\n"
+                "- Names, roles, or affiliations of speakers (when mentioned)\n\n"
                 "Be concise but complete. Use bullet points where helpful. "
                 "Do not add information that is not present in the transcript."
             )
@@ -203,17 +204,27 @@ class SummarizerClient:
             return (
                 "You are an expert legal and business meeting summarizer. "
                 "You will receive several intermediate summaries of a longer conversation. "
-                "Produce a single, comprehensive summary that makes it clear: "
-                "- The overall purpose and context of the discussion\n"
-                "- The main issues and topics addressed\n"
-                "- Key arguments and positions (briefly)\n"
-                "- Decisions and outcomes\n"
-                "- Action items, responsibilities, and next steps\n"
-                "- Any unresolved issues or risks\n\n"
+                "Produce a single, comprehensive summary using markdown. "
+                "Structure your response with the following sections:\n\n"
+                "1. ATTENDANCE\n"
+                "- List all participants whose names or roles can be identified from the conversation.\n"
+                "- If a name is not given, use their role/position (e.g., Judge, Client, Manager, Witness) or 'Speaker 1', etc.\n"
+                "- Keep it concise.\n\n"
+                "2. PURPOSE AND CONTEXT\n"
+                "- Briefly state the overall purpose and context of the discussion.\n\n"
+                "3. MAIN ISSUES AND TOPICS\n"
+                "- Summarize the main issues and topics addressed.\n\n"
+                "4. KEY ARGUMENTS AND POSITIONS\n"
+                "- Briefly outline key arguments and positions taken by each party.\n\n"
+                "5. DECISIONS AND OUTCOMES\n"
+                "- Clearly list decisions made and outcomes reached.\n\n"
+                "6. ACTION ITEMS AND NEXT STEPS\n"
+                "- List all action items, responsibilities, and next steps.\n\n"
+                "7. UNRESOLVED ISSUES AND RISKS\n"
+                "- Note any unresolved issues, conflicts, or risks.\n\n"
                 "The summary should be detailed enough that a reader who was not present "
                 "can understand what happened and what is expected going forward. "
-                "Use clear, concise language and bullet points where appropriate. "
-                "Use markdown formatting (headings, lists, bold) to structure the summary."
+                "Use clear, concise language and bullet points where appropriate."
             )
 
     def _summarize_chunk(self, chunk: str, index: int, total: int) -> str: