We address national educational inequity driven by school district boundaries using a comparative AI framework. Our models, which redraw boundaries from scratch or consolidate existing districts, generate evidence-based plans that reduce funding and segregation disparities, offering policymakers scalable, data-driven solutions for systemic reform.