Runwei.org is a nonprofit advancing economic mobility by building and governing AI systems that prove measurable impact for people historically excluded from opportunity.
Our commitment to advancing economic mobility through responsible AI and data science
Runwei.org exists to provide independent verification and governance infrastructure that ensures AI and advanced data science genuinely improve economic mobility and financial inclusion — proving what works, for whom, and under what conditions.
We envision a future where AI systems are not just powerful, but accountable — where technological innovation measurably expands economic opportunity, reduces structural inequality, and enables individuals and communities to build sustainable pathways to prosperity.
We prioritize rigorous evaluation, transparency, and measurable outcomes over speculative claims or unproven impact.
We center historically excluded communities in how AI systems are designed, tested, and governed.
We believe AI should serve the public good, strengthening institutions, opportunity pathways, and democratic accountability.
We work across academia, policy, philanthropy, industry, and student communities to build shared infrastructure and collective learning.
Student‑built AI agents supporting funding discovery, workforce access, and public‑interest data systems.
Applied ML frameworks that measure real‑world earnings, access, and opportunity outcomes.
Transparent research translating AI innovation into evidence funders and policymakers can trust.
Test how an AI system designed for economic mobility or financial inclusion performs against Runwei's independent evaluation standards. Our LLM‑powered simulation engine generates a preliminary, non‑binding analysis to surface risks, assumptions, and potential impact.
Describe an AI system intended to improve economic mobility or financial inclusion. Example: AI‑driven credit scoring for migrants without traditional credit histories.
Simulation results will appear here. Outputs may include:
This simulator provides an exploratory assessment only and does not constitute certification or endorsement.
Join college students, graduate students, and early‑career technologists building AI agents that advance economic mobility and financial inclusion.
Choose a project that aligns with your skills and interests
Build an evaluation agent that assesses whether data is accurate, current, and equitably aligned with economic mobility outcomes for specific populations.
Contribute to the LLM‑powered verification simulator that evaluates AI use cases for bias, governance risks, and real economic mobility outcomes.
Design models that map skills, credentials, and non‑traditional experience to emerging job pathways and income mobility trajectories.
Help build and validate data pipelines integrating public datasets used to assess access, earnings, and opportunity outcomes.
Build production-ready AI agents for public-interest applications
Learn from practitioners across research, policy, and industry
Showcase work grounded in policy and measurable economic impact
Certificate of contribution and professional references upon completion
Interested in partnering, volunteering, or learning more about our work? Reach out and we'll get back to you.