About Equity & AI
Equity in AI is everyone's question. Artificial intelligence is being built into the systems that shape access, opportunity, risk, and recourse across every sector of public life. Equity & AI is a truth agent on these questions, honest about the harms, attentive to the benefits, committed to education over alarm.
Our Mission
Equity & AI is an independent nonprofit working to ensure that the deployment of artificial intelligence in the systems of public life is understood, scrutinized, and shaped by the people it affects.
That mission carries three commitments.
We publish in plain language. The technical realities of how AI systems are built, procured, governed, and deployed should be legible to the people who live inside their consequences, not only to the engineers, vendors, and procurement officers who shape them.
We hold those systems to scrutiny. We examine specific deployments, specific institutions, and specific decisions with the standards of analytical journalism and the grounding of practitioner experience. We name what is working, what is failing, and what is contested, and we publish that analysis even when it is inconvenient to powerful parties.
We treat the public as participant, not audience. The path of this technology is not yet settled. It is being negotiated in courts, agencies, hospitals, workplaces, school boards, and city councils. Those negotiations go better when the people most affected by AI systems show up to them informed. Our work exists so that workers, patients, applicants, parents, students, and citizens can do so.
Equity & AI is not a vendor platform, not an advocacy organization, and not a political operation. Our editorial decisions answer to no funder, no platform, and no political project. Independence is the precondition for credibility, and credibility is the precondition for the work.
What We Cover
We pay particular attention to systems shaping healthcare, education, labor, civic life, and digital access.
How power, bias, and responsibility show up in algorithmic systems. From hiring tools to healthcare models, we examine who is harmed, who benefits, and who can demand an account.
The laws, standards, procurement choices, and institutional practices shaping how AI is developed, deployed, audited, and contested.
Access, connectivity, infrastructure, affordability, and the right to participate in the systems that increasingly shape economic and civic life.
The conditions under which institutions can earn trust when AI enters public agencies, healthcare, disaster response, and community life.
AI in classrooms, learning equity, student data, and what it means to teach critical judgment about systems that will shape public and private life.
Automation, workplace surveillance, displacement, skills, and bargaining power as AI changes how labor is managed, measured, and valued.
Algorithms in medicine, triage, and insurance. When AI enters healthcare, whose outcomes improve — and whose are overlooked?
The design, safety, governance, and accountability practices that should accompany AI development when systems move from laboratories into institutions.
From the Editor
Ernest McCaleb
Founder & Editor
Ernest McCaleb is the founder and editor of Equity & AI. He has spent more than two decades building information systems from the inside, including AI, cybersecurity, federal technology, and critical infrastructure. He has architected AI systems used in high-stakes institutional environments, and he writes with a practitioner's understanding of how these systems actually work, how they are governed, who they serve, and who they leave behind.
He founded Equity & AI on a straightforward premise: the communities most shaped by automated systems are rarely the ones who designed them, procured them, or can audit them. That gap, between who builds and who bears the consequence, is a governance question, an accountability question, and a question of public trust. It is the question this publication exists to examine.
Structure & Independence
Equity & AI is organized as an independent nonprofit publication and is pursuing 501(c)(3) status. Our editorial standards, independence policy, and corrections policy are public.
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