Update groq_api.py

groq_api.py

@@ -21,7 +21,11 @@ def summarize_match(job_description, cv_names, cv_snippets):
 
         # Compose prompt
         prompt = f"""
-You are an AI recruitment assistant helping to evaluate candidates for a job.
+You are an AI recruitment assistant helping to evaluate candidates for an open job role.
+
+Below is the job description, followed by the top 3 candidate CV snippets.
+
+Your task is to assess how well each candidate aligns with the job. Be honest — if a candidate lacks the required skills or experience, clearly say they are not a good fit.
 
 ### Job Description:
 {job_description}
@@ -36,15 +40,19 @@ You are an AI recruitment assistant helping to evaluate candidates for a job.
 3. {cv_names[2]}:
 {cv_snippets[2]}
 
-Please analyze how well each candidate matches the job. Focus on:
-- PHP/web development experience
-- Programming and software skills
-- Relevant technical background
+### Instructions:
+- Focus on **specific skills**, **technical tools**, **relevant experience**, and **industry fit**.
+- Clearly identify **who is a good match**, and **why**.
+- Clearly explain **who is not a match**, and **why not**.
+- Avoid general language like "strong background" unless it's backed by actual experience.
 
-List the best matches and briefly justify each recommendation.
+End with a short ranked list like:
+1. Candidate 2 – Strong Python and ML background
+2. Candidate 1 – Partial match, good general programming skills
+3. Candidate 3 – Not relevant to the job
 """.strip()
 
-        # Truncate to fit Groq token window if needed
+        # Truncate if needed to fit Groq’s limit
         if len(prompt) > 8000:
             prompt = prompt[:8000]