A field experiment with 1,559 judges found that JudgeGPT increased case resolution by 6.3 percent. This efficiency gain yielded an estimated return of $38.50 per dollar invested. However, the benefit vanished for judges lacking hands-on training. The results prove that AI tools require specific human onboarding to deliver measurable productivity gains.