As reported by Crunchbase News AI, EdVisorly's platform tackles administrative friction, but the analysis must look beyond workflow automation. The real test for its AI will be whether it can meaningfully increase degree attainment or merely streamline a process whose failures are often rooted in resource disparities and policy gaps, not just manual inefficiency. In our view, the startup's success may hinge less on its technical ability to read transcripts and more on its capacity to influence institutional behavior and credit acceptance policies—a far messier human and bureaucratic challenge. The involvement of foundations like Lumina suggests a belief in its mission, but scaling impact across a fragmented higher education system is an immense hurdle.