Update app.py

app.py

@@ -381,27 +381,29 @@ class SEOContentAnalyzer:
         OVERALL TOP PERFORMING CONTENT:
         {chr(10).join([f"Score {c.similarity_score:.4f} ({c.page_type}): {c.content[:150]}..." for c in top_chunks])}
 
-        1.	Top-performing page for this keyword: Identify the page (ours or a competitor’s) that ranks strongest, and explain why it performs well.
-    	2.	Best-performing sections of content: Highlight which sections or topics on the strongest page perform best and why.
+        1.	Top-performing page for this keyword: Identify the strongest-ranking page (ours or a competitor’s), including its URL and why it performs well.
+    	2.	Best-performing sections of content: Highlight the specific sections or content chunks (with text snippets and scores) that perform best for the keyword.
     	3.	What our client’s page does well: Summarize the client page’s strengths compared to competitors.
-    	4.	What our client’s page is missing: Identify specific gaps in the client’s content compared to competitors — including missing sections, thin areas, or underdeveloped concepts.
+    	4.	What our client’s page is missing: Identify gaps or underdeveloped areas in the client’s content compared to competitors.
     	5.	Specific, actionable recommendations:
-            Break this section into clearly labeled subcategories with bullet points. Examples of subcategories include (but are not limited to):
+            Break this section into clearly labeled subcategories, such as:
             	•	Content Expansion: Missing sections, new topics, or deeper explanations.
             	•	Content Enhancement: Improvements to clarity, examples, visuals, or formatting.
-            	•	SEO Optimization: Keyword usage, headers, meta tags, etc.
 
-            Each recommendation should include:
-        	•	A clear title.
-        	•	A brief explanation of why it matters.
-        	•	A reference to competitor content that demonstrates the point.
+        For each recommendation, include:
+    	•	A clear title.
+    	•	A brief explanation of why it matters.
+    	•	A reference to the competitor content that demonstrates the point, including:
+    	•	URL
+    	•	Score
+    	•	Content chunk or snippet
 
         Output format:
-        	•	Use headings and bullet points for clarity.
-        	•	Prioritize recommendations in order of impact.
-        	•	Make the recommendations specific and actionable, not just generic advice.
+    	•	Use clear section headings and bullet points for readability.
+    	•	Include competitor references (URL, score, snippet) wherever applicable to support recommendations.
+    	•	Focus only on content-related improvements, not general SEO optimizations or monitoring advice.
 
-        The goal is to help our client improve content relevance, depth, and authority to rank higher for the target keyword.
+        The goal is to help the client improve content relevance, depth, and authority for the target keyword — grounded in the analysis of vector embeddings and competitive content.
 
         """