diff --git a/src/Infrastructure/Messenger/Handler/SpecsResearchHandler.php b/src/Infrastructure/Messenger/Handler/SpecsResearchHandler.php
index c719cc5..4f458e0 100644
--- a/src/Infrastructure/Messenger/Handler/SpecsResearchHandler.php
+++ b/src/Infrastructure/Messenger/Handler/SpecsResearchHandler.php
@@ -39,7 +39,10 @@ final class SpecsResearchHandler
             return;
         }
 
-        $searchSubject = $message->modelNumber !== '' ? $message->modelNumber : $message->modelName;
+        // Combine name + number so the human-readable name anchors the search
+        // even when the OCR'd model number contains character errors (e.g. G→6).
+        $parts = array_filter([$message->modelName, $message->modelNumber]);
+        $searchSubject = implode(' ', $parts);
 
         try {
             $specsText = $this->specsAgent->research(