diff --git a/migrations/Version20260520050000.php b/migrations/Version20260520050000.php
new file mode 100644
index 0000000..482dcb6
--- /dev/null
+++ b/migrations/Version20260520050000.php
@@ -0,0 +1,63 @@
+<?php
+
+declare(strict_types=1);
+
+namespace DoctrineMigrations;
+
+use Doctrine\DBAL\Schema\Schema;
+use Doctrine\Migrations\AbstractMigration;
+
+final class Version20260520050000 extends AbstractMigration
+{
+    public function getDescription(): string
+    {
+        return 'Update specs_research prompt to report corrected model numbers';
+    }
+
+    public function up(Schema $schema): void
+    {
+        $body = <<<'PROMPT'
+You are a hardware specifications expert. Extract the technical specifications for the {{articleType}}: "{{subject}}".
+
+Web search results:
+{{searchResults}}
+
+Based on the search results above, list all technical specifications including:
+processor, RAM, storage variants, display size and resolution, GPU, battery capacity,
+ports, connectivity, weight, dimensions, OS, and any other relevant specs.
+Be specific and accurate. If a spec is not found in the search results, omit it rather than guessing.
+
+If the search results reveal that the model number in "{{subject}}" contains an OCR error
+(e.g. a letter misread as a digit), output the corrected model number on the very first line
+in exactly this format, then leave a blank line before the specs:
+CORRECTED_MODEL_NUMBER: <corrected number>
+
+If the model number is correct or no model number was provided, omit the CORRECTED_MODEL_NUMBER line entirely.
+PROMPT;
+
+        $this->addSql('UPDATE app.prompt_templates SET body = :body, updated_at = NOW() WHERE key = :key', [
+            'body' => $body,
+            'key' => 'specs_research',
+        ]);
+    }
+
+    public function down(Schema $schema): void
+    {
+        $body = <<<'PROMPT'
+You are a hardware specifications expert. Extract the technical specifications for the {{articleType}}: "{{subject}}".
+
+Web search results:
+{{searchResults}}
+
+Based on the search results above, list all technical specifications including:
+processor, RAM, storage variants, display size and resolution, GPU, battery capacity,
+ports, connectivity, weight, dimensions, OS, and any other relevant specs.
+Be specific and accurate. If a spec is not found in the search results, omit it rather than guessing.
+PROMPT;
+
+        $this->addSql('UPDATE app.prompt_templates SET body = :body, updated_at = NOW() WHERE key = :key', [
+            'body' => $body,
+            'key' => 'specs_research',
+        ]);
+    }
+}
diff --git a/src/Infrastructure/AI/Agent/SpecsResearchAgent.php b/src/Infrastructure/AI/Agent/SpecsResearchAgent.php
index 8fc0ec8..618b0da 100644
--- a/src/Infrastructure/AI/Agent/SpecsResearchAgent.php
+++ b/src/Infrastructure/AI/Agent/SpecsResearchAgent.php
@@ -18,7 +18,10 @@ final class SpecsResearchAgent
     ) {
     }
 
-    public function research(string $modelName, string $articleTypeName, string $manufacturer = ''): string
+    /**
+     * @return array{specsText: string, correctedModelNumber: string}
+     */
+    public function research(string $modelName, string $articleTypeName, string $manufacturer = ''): array
     {
         $subject = trim(($manufacturer !== '' ? $manufacturer.' ' : '').$modelName);
 
@@ -36,6 +39,23 @@ final class SpecsResearchAgent
             throw new \RuntimeException("No specifications found for model: {$modelName}");
         }
 
-        return $result;
+        return $this->parseResponse($result);
+    }
+
+    /** @return array{specsText: string, correctedModelNumber: string} */
+    private function parseResponse(string $raw): array
+    {
+        $correctedModelNumber = '';
+
+        if (preg_match('/^CORRECTED_MODEL_NUMBER:\s*(\S+)/m', $raw, $matches)) {
+            $correctedModelNumber = trim($matches[1]);
+            // Strip the line from the specs text
+            $raw = preg_replace('/^CORRECTED_MODEL_NUMBER:[^\n]*\n?/m', '', $raw) ?? $raw;
+        }
+
+        return [
+            'specsText' => trim($raw),
+            'correctedModelNumber' => $correctedModelNumber,
+        ];
     }
 }
diff --git a/src/Infrastructure/Messenger/Handler/DraftArticleHandler.php b/src/Infrastructure/Messenger/Handler/DraftArticleHandler.php
index fa0b87e..d1aaaa2 100644
--- a/src/Infrastructure/Messenger/Handler/DraftArticleHandler.php
+++ b/src/Infrastructure/Messenger/Handler/DraftArticleHandler.php
@@ -67,8 +67,10 @@ final class DraftArticleHandler
         if (isset($vision['manufacturer']) && '' !== $vision['manufacturer']) {
             $article->setManufacturer((string) $vision['manufacturer']);
         }
-        if (isset($vision['modelNumber']) && '' !== $vision['modelNumber']) {
-            $article->setModelNumber((string) $vision['modelNumber']);
+        $correctedModelNumber = (string) ($job->getOutputData()['specs_research']['correctedModelNumber'] ?? '');
+        $modelNumber = $correctedModelNumber !== '' ? $correctedModelNumber : (string) ($vision['modelNumber'] ?? '');
+        if ('' !== $modelNumber) {
+            $article->setModelNumber($modelNumber);
         }
         if (isset($vision['modelName']) && '' !== $vision['modelName']) {
             $article->setModelName((string) $vision['modelName']);
diff --git a/src/Infrastructure/Messenger/Handler/SpecsResearchHandler.php b/src/Infrastructure/Messenger/Handler/SpecsResearchHandler.php
index 4f458e0..ec43d90 100644
--- a/src/Infrastructure/Messenger/Handler/SpecsResearchHandler.php
+++ b/src/Infrastructure/Messenger/Handler/SpecsResearchHandler.php
@@ -45,7 +45,7 @@ final class SpecsResearchHandler
         $searchSubject = implode(' ', $parts);
 
         try {
-            $specsText = $this->specsAgent->research(
+            $result = $this->specsAgent->research(
                 $searchSubject,
                 $articleType->getName(),
                 $message->manufacturer,
@@ -57,13 +57,16 @@ final class SpecsResearchHandler
             return;
         }
 
-        $job->recordStep('specs_research', ['specsText' => $specsText]);
+        $job->recordStep('specs_research', [
+            'specsText' => $result['specsText'],
+            'correctedModelNumber' => $result['correctedModelNumber'],
+        ]);
         $this->jobRepository->save($job);
 
         $this->bus->dispatch(new JsonCodingMessage(
             jobId: $message->jobId,
             articleTypeId: $message->articleTypeId,
-            specsText: $specsText,
+            specsText: $result['specsText'],
             serialNumber: $message->serialNumber,
         ));
     }