Update app.py

app.py

@@ -186,17 +186,21 @@ def _run_advisor(
 
     # For manual input without image, use heuristic (ML model needs too many features we don't have)
     # For image-based input, use ML model if available
-    price_input = {
-        "make_model": make_model_input,
-        "body_type": predicted_class if vision_results.get("method") != "manual_input" else None,
-        "km": to_float(mileage_km, 80000),
-        "age": age,
-    }
-    
-    # If manual input (no vision results), use heuristic directly to get brand-aware pricing
     if vision_results.get("method") == "manual_input":
+        # Manual input: use heuristic with make_model for brand detection
+        price_input = {
+            "make_model": make_model_input,
+            "hp_kW": None,
+            "Fuel": None,
+        }
         price_prediction = price_predictor._heuristic_estimate(price_input)
     else:
+        # Image-based: try ML model with available features
+        price_input = {
+            "make_model": make_model_input,
+            "hp_kW": None,
+            "Fuel": None,
+        }
         price_prediction = predict_price(price_input)
 
     user_inputs = {