Research questionHow can AI-assisted scoring reduce grading workload in national assessments without compromising human-judged scores or pass/fail decisions?National assessments must score thousands of short written responses consistently, yet automated judgments can diverge from expert ratings and affect pass/fail outcomes. The central difficulty is determining when AI assistance is reliable and when human review remains necessary.