diff --git a/src/JobsMedical.Web/Services/Scraping/IngestionService.cs b/src/JobsMedical.Web/Services/Scraping/IngestionService.cs
index 9188f3b..c0c5eee 100644
--- a/src/JobsMedical.Web/Services/Scraping/IngestionService.cs
+++ b/src/JobsMedical.Web/Services/Scraping/IngestionService.cs
@@ -581,16 +581,17 @@ public class IngestionService
         }
         if (pubRoles.Count == 0) pubRoles.Add(roles.First());
 
-        // Doctor-role guard: the AI tends to default an unclear (or even a clearly NON-GP) doctor ad
-        // to «پزشک عمومی» — a dentist ad («دعوت به همکاری دندانپزشک») published as «استخدام پزشک
-        // عمومی», an ENT/specialist ad likewise. When the chosen role is a generic doctor but the ad
-        // text unambiguously names a more specific role the model missed, correct it.
-        if (pubRoles[0].Name is "پزشک عمومی" or "پزشک متخصص")
+        // Doctor-role guard. «پزشک عمومی» is the AI's fallback when it's unsure, so it mislabels
+        // clearly-specific doctor ads — a dentist ad («دعوت به همکاری دندانپزشک») or an ENT/specialist
+        // one published as «استخدام پزشک عمومی». Rather than patch role-by-role, trust the keyword
+        // parser: if IT already found a more specific role in the same text, use that; otherwise fall
+        // back to «پزشک متخصص» when the text says specialist. Only ever overrides the weak GP default.
+        if (pubRoles[0].Name == "پزشک عمومی")
         {
-            var t = NormalizeFa(raw.RawText);
-            if (t.Contains("دندانپزشک") || t.Contains("دندان پزشک"))
-                pubRoles[0] = ResolveOrCreateRole(roles, "دندانپزشک", "دندانپزشک");
-            else if (pubRoles[0].Name == "پزشک عمومی" && LooksSpecialist(raw.RawText))
+            var specific = parsed.RoleNames.FirstOrDefault(n => NormalizeFa(n) != NormalizeFa("پزشک عمومی"));
+            if (specific is not null)
+                pubRoles[0] = ResolveOrCreateRole(roles, specific, null);
+            else if (LooksSpecialist(raw.RawText))
                 pubRoles[0] = ResolveOrCreateRole(roles, "پزشک متخصص", "پزشک");
         }