diff --git a/backend/scripts/create-bisaya-course-content.js b/backend/scripts/create-bisaya-course-content.js
index 6060cd4..165275b 100644
--- a/backend/scripts/create-bisaya-course-content.js
+++ b/backend/scripts/create-bisaya-course-content.js
@@ -36,6 +36,44 @@ function normalizeText(value) {
     .replace(/\s+/g, ' ');
 }
 
+function countWords(value) {
+  return normalizeText(value).split(' ').filter(Boolean).length;
+}
+
+function collectExerciseAuditWarnings(lessonTitle, exerciseData, exerciseNumber) {
+  const warnings = [];
+  const questionData = exerciseData?.questionData || {};
+  const answerData = exerciseData?.answerData || {};
+  if (questionData.type !== 'gap_fill') return warnings;
+
+  const text = String(questionData.text || '');
+  const answers = Array.isArray(answerData.answers) ? answerData.answers : [];
+  if (!text || !answers.length) return warnings;
+
+  const hints = [];
+  const hintRegex = /\(([^)]+)\)/g;
+  let match = hintRegex.exec(text);
+  while (match) {
+    hints.push(normalizeText(match[1]));
+    match = hintRegex.exec(text);
+  }
+
+  for (let i = 0; i < Math.min(answers.length, hints.length); i += 1) {
+    const answer = normalizeText(answers[i]);
+    const hint = hints[i];
+    if (!answer || !hint) continue;
+    const answerWords = countWords(answer);
+    const hintWords = countWords(hint);
+    if (answerWords <= 2 && hintWords >= 4) {
+      warnings.push(
+        `[${lessonTitle} #${exerciseNumber}] Gap-Fill-Hinweis wirkt zu lang für eine Kurzantwort: "${answer}" <-> "${hint}"`
+      );
+    }
+  }
+
+  return warnings;
+}
+
 function normalizeCorePatternEntry(entry) {
   if (entry === null || entry === undefined || entry === '') {
     return null;
@@ -2206,7 +2244,7 @@ const BISAYA_EXERCISES = {
       instruction: 'Fülle die Lücken mit den richtigen Bisaya-Wörtern.',
       questionData: {
         type: 'gap_fill',
-        text: '{gap} ka padulong? (Wohin gehst du?) | {gap} imong plano? (Was ist dein Plan?)',
+        text: '{gap} ka padulong? (wo/wohin) | {gap} imong plano? (was)',
         gaps: 2
       },
       answerData: {
@@ -2221,7 +2259,7 @@ const BISAYA_EXERCISES = {
       instruction: 'Fülle die Lücken mit den richtigen Bisaya-Wörtern.',
       questionData: {
         type: 'gap_fill',
-        text: 'Moadto ko sa {gap}. (Ich gehe nach Hause.) | Moadto ko sa {gap}. (Ich gehe zum Markt.)',
+        text: 'Moadto ko sa {gap}. (Haus) | Moadto ko sa {gap}. (Markt)',
         gaps: 2
       },
       answerData: {
@@ -4337,6 +4375,10 @@ async function createBisayaCourseContent() {
       // Erstelle Übungen
       let exerciseNumber = 1;
       for (const exerciseData of exercises) {
+        if (process.env.VOCAB_STRICT_AUDIT === '1') {
+          const warnings = collectExerciseAuditWarnings(lesson.title, exerciseData, exerciseNumber);
+          warnings.forEach((warning) => console.warn(`   ⚠️  ${warning}`));
+        }
         const exerciseTypeId = await resolveExerciseTypeId(exerciseData);
         await VocabGrammarExercise.create({
           lessonId: lesson.id,