Scholarship Hub is a world-class research knowledge base built on MoE research with expert consensus.
Every scholarship, grant, and eligibility rule is vetted through a Mixture-of-Experts process — five independent AI systems (Grok, Gemini, Claude, DeepSeek, Cerebras) cross-check each other against authoritative primary sources. A claim only publishes when all five experts agree.
Primary sources: Federal Student Aid (studentaid.gov), U.S. Department of Education, NASFAA, College Board BigFuture, Scholarship America, NCES, state higher-education agencies, and official scholarship-provider sites. Full citation list is rendered client-side — enable JavaScript to view.