diff --git a/src/JobsMedical.Web/Services/ListingParser.cs b/src/JobsMedical.Web/Services/ListingParser.cs
index a13c445..ea067e2 100644
--- a/src/JobsMedical.Web/Services/ListingParser.cs
+++ b/src/JobsMedical.Web/Services/ListingParser.cs
@@ -361,7 +361,9 @@ public class HeuristicListingParser : IListingParser
             if (d.Length == 10 && d[0] == '9') d = "0" + d;
             Add(ContactType.Mobile, d);
         }
-        foreach (Match m in Regex.Matches(latin, @"(?<!\d)0\d{2,3}[\s-]?\d{7,8}(?!\d)"))
+        // Landline area codes start 0[1-8] (021 Tehran, 026 Karaj, …) — never 09, which is a MOBILE.
+        // The old 0\d{2,3} matched 09xx numbers and mislabeled mobiles as «تلفن ثابت».
+        foreach (Match m in Regex.Matches(latin, @"(?<!\d)0[1-8]\d{1,2}[\s-]?\d{7,8}(?!\d)"))
             Add(ContactType.Phone, Regex.Replace(m.Value, @"\D", ""));
 
         return list.Take(8).ToList();
diff --git a/src/JobsMedical.Web/Services/Scraping/IngestionService.cs b/src/JobsMedical.Web/Services/Scraping/IngestionService.cs
index 54b442a..6ba428f 100644
--- a/src/JobsMedical.Web/Services/Scraping/IngestionService.cs
+++ b/src/JobsMedical.Web/Services/Scraping/IngestionService.cs
@@ -581,6 +581,12 @@ public class IngestionService
         }
         if (pubRoles.Count == 0) pubRoles.Add(roles.First());
 
+        // Specialist guard: the model sometimes labels a clearly-specialist ad («پزشک متخصص …»،
+        // «فلوشیپ»، «فوق تخصص») as «پزشک عمومی» — making the title/filters wrong (an ENT post showing
+        // as «استخدام پزشک عمومی»). When the primary role is GP but the ad text says specialist, swap it.
+        if (pubRoles[0].Name == "پزشک عمومی" && LooksSpecialist(raw.RawText))
+            pubRoles[0] = ResolveOrCreateRole(roles, "پزشک متخصص", "پزشک");
+
         var city = cities.FirstOrDefault(c => c.Name == cityName)
                    ?? cities.FirstOrDefault(c => c.IsActive) ?? cities.First();
         var district = districts.FirstOrDefault(x => x.Name == districtName && x.CityId == city.Id);
@@ -835,6 +841,17 @@ public class IngestionService
     /// <summary>Greater-Tehran bounding box — rejects out-of-area (hallucinated) AI coordinates.</summary>
     private static bool InTehran(double lat, double lng) => lat is >= 35.4 and <= 35.95 && lng is >= 51.0 and <= 51.8;
 
+    // Markers that mean a doctor role is a SPECIALIST, not a GP — used to correct a «پزشک عمومی»
+    // mislabel on a clearly-specialist ad (e.g. an ENT post showing as «استخدام پزشک عمومی»).
+    private static readonly string[] SpecialistMarkers =
+        { "متخصص", "فوق تخصص", "فوقتخصص", "فلوشیپ", "فلوشیب", "بورد تخصصی", "ساب اسپشالیتی", "ent" };
+
+    private static bool LooksSpecialist(string? rawText)
+    {
+        var t = NormalizeFa(rawText);
+        return SpecialistMarkers.Any(m => t.Contains(NormalizeFa(m)));
+    }
+
     // Gender/seniority tokens that don't belong in a role name (they go to tags / the Gender field).
     private static readonly string[] RoleModifierWords =
         { "آقا", "خانم", "خانوم", "بانو", "مرد", "زن", "کارآموز", "کارورز", "ارشد", "مبتدی" };