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scoring.py

@@ -215,11 +215,16 @@ def _occasion_score(occasion: str, top: dict[str, Any], bottom: dict[str, Any])
     b_occ = _STYLE_TO_OCCASIONS.get(extract_style(bottom), set())
     top_fits    = occ in t_occ
     bottom_fits = occ in b_occ
+    
+    # Formal occasions have stricter requirements
+    is_formal = occ in {"formal", "work", "interview", "business", "office", "wedding", "meeting"}
+    
     if top_fits and bottom_fits:
         return 90
     if top_fits or bottom_fits:
-        return 70
-    return 35
+        # Partial match: lower score for formal occasions
+        return 60 if is_formal else 70
+    return 25 if is_formal else 35
 
 
 # ---------------------------------------------------------------------------
@@ -334,12 +339,19 @@ def build_reason(
 
     o = breakdown["occasion"]
     if occasion:
+        occ_lower = occasion.lower()
+        is_formal = occ_lower in {"formal", "work", "interview", "business", "office", "wedding", "meeting"}
         if o >= 88:
             lines.append(f"Both pieces suit {occasion}.")
         elif o >= 68:
             lines.append(f"One piece suits {occasion}, the other is borderline.")
+        elif o >= 50:
+            if is_formal:
+                lines.append(f"Pieces are casual — not ideal for formal {occasion}.")
+            else:
+                lines.append(f"Neither piece is well-suited to {occasion}.")
         else:
-            lines.append(f"Neither piece is suited to {occasion}.")
+            lines.append(f"Pieces are incompatible with {occasion} dress code.")
 
     f = breakdown["fit"]
     f1, f2 = extract_fit(top), extract_fit(bottom)
@@ -449,6 +461,9 @@ def compute_score(
         final = min(final, 68)
     if raw_scores["style"] <= 48:
         final = min(final, 58)
+    if raw_scores["occasion"] <= 40:
+        # Neither piece suited to the occasion — cap final score
+        final = min(final, 52)
     if raw_scores["pattern"] == 55 and raw_scores["color"] <= 80:
         final = min(final, 72)