A field experiment involving 1,559 Pakistani judges found that JudgeGPT increased case resolution by 6.3 percent. This gain requires hands-on training; without it, the tool's effect vanishes. Researchers estimate a return of $38.50 per dollar invested. The result proves that human training is the primary bottleneck for legal AI adoption.