diff --git a/src/PowderCoating.Web/Controllers/InventoryController.cs b/src/PowderCoating.Web/Controllers/InventoryController.cs
index 3ae5d49..a703431 100644
--- a/src/PowderCoating.Web/Controllers/InventoryController.cs
+++ b/src/PowderCoating.Web/Controllers/InventoryController.cs
@@ -946,7 +946,10 @@ public class InventoryController : Controller
             if (!string.IsNullOrWhiteSpace(urlMfr))
             {
                 aiResult = await _aiLookupService.LookupAsync(urlMfr, urlColor, null, urlPart);
-                if (aiResult.Success && aiResult.SpecPageUrl == null)
+                // The scanned QR URL is always the authoritative product page link — it came
+                // directly from the manufacturer's bag and is always fully-qualified. Overwrite
+                // whatever LookupAsync returned (which may be a scheme-less path from the template).
+                if (aiResult.Success)
                     aiResult.SpecPageUrl = qrUrl;
             }
             else