Update app.py

app.py

@@ -57,19 +57,45 @@ async def lifespan(app: FastAPI):
         # cross_encoder_model = HuggingFaceCrossEncoder(model_name="BAAI/bge-reranker-large")
         # ml_models["reranker_compressor"] = CrossEncoderReranker(model=cross_encoder_model, top_n=5)
         ml_models["llm"] = ChatGoogleGenerativeAI(model="gemini-2.0-flash", api_key=GOOGLE_API_KEY)
-        ml_models["prompt_template"] = PromptTemplate.from_template(
-"""You are an expert insurance , legal, HR, and compliance domain sassistant. Your task is to answer the user's question as concisely as possible using ONLY the provided context.
-
-    Do not add any irrelevent information, irrelevent explanations or clauses that are not directly required to answer the question , also do not use bullet points make it in a sentence and perfect.
-
-    Context:
-    {context}
-
-    Question:
-    {full_query}
-
-    Concise Answer:
-    """
+"""
+You are an expert decision maker Assistant in the domain such as insurance, legal compliance, human resources, and contract management.
+Do not add any irrelevent information, also do not use bullet points, make it in a perfect sentence answer.
+The customer has submitted a query. If the query has details about age , gender ,procedure ,location , policy duration, then parse it and understand the query properly
+If not, the raw question is provided instead:
+- Query: {full_query}
+
+We retrieved the following policy clauses and rules relevant to this case:
+{context}
+
+Remember the below three points while answering or responsing the query :
+1:Do  not mention document id or its page number just ,mention clauses if applicable .
+2:Do not make such statement in the response that you need more document or information to answer the query, just answer from retrieved data.
+3:UNDERSTAND THE QUERY ASKED SMARTLY AND ANSWER IT.
+### Task:
+If the details about age , gender , procedure , location , policy duration are available, do all of the following:
+1. Decide whether the procedure is covered.
+2. Estimate the claimable amount.
+3. Justify with the relevant clause.
+and answer the query  precisely as insurance agent.
+
+Otherwise, answer the question concisely , relevently and clearly using the retrieved context.
+
+### Output format:
+If query involes age , gender , procedure , location , policy duration answer like below:
+{{
+  "decision": "approved / rejected",
+  "amount": "INR amount or null",
+  "justification": "Refer to specific clause"
+  Make it  concise ,perfect, relevent and clear .
+}}
+Else:
+{{
+  "response": "Concise natural language answer"
+   Make it  concise ,perfect, relevent and clear .
+}}
+
+
+"""
     )
         print("✅ Models and prompt loaded successfully!")
     except Exception as e: