Beneficial
Deployments

Powerful AI could compress decades of scientific and economic progress into years and help solve some of the hardest problems we face. Our goal is to facilitate this progress while ensuring that the benefits are widely shared.

Our focus areas

We focus on the domains that we believe have the greatest combination of near-term tractability and humanitarian benefit: health, science, economic opportunity, and education.

As AI’s capabilities grow exponentially, so does its potential to bring about profound societal benefits. But these outcomes are not guaranteed. As a public benefit corporation, Anthropic has a responsibility to help realize AI’s advantages to the fullest extent, and ensure they're broadly shared. The Beneficial Deployments team is central to that commitment. Our work currently spans four areas: global health, life sciences, economic mobility, and education. Each is a domain in which AI could make concrete improvements in people’s lives, but where the full benefits are unlikely to emerge if left solely to the market. To address this challenge, we work alongside the organizations that know these domains best—nonprofits, educational institutions, businesses, and governments—to ensure the benefits arrive sooner, and extend further, than they otherwise would.

Partners receive free or discounted access to Claude and dedicated support from our technical teams. We also create shared infrastructure, such as evaluations, knowledge graphs, and MCP servers, that the whole field can use.

Already, we’ve seen life sciences researchers use Claude to explore the enigma of biology with agents that make discovery easier and more cost-effective; students across Africa collaborate with a Claude-powered learning companion to solve complex coding challenges and understand concepts in data science; and nonprofits use Claude to extend their reach and deepen their impact in the communities they serve. But these projects are new, and many of their impacts will take time to materialize. We are committed to candidly sharing what we learn as this work progresses.


Today, more than half of children in low- and middle-income countries can’t read a basic text by age 10. Socioeconomic achievement gaps have, in many cases, widened over the past 50 years, with the US seeing some of the largest in the OECD. We believe AI can help close these gaps and prepare students for a life of flourishing and agency by bolstering the work of educators, schools, universities, and the organizations that support them.

Our work in K-12 education begins with supporting teachers. We aim to make evidence-based practices available to every classroom, and reduce the planning and administrative load that keeps teachers from using them. Products like Claude for Teachers are designed to give educators more time to focus on the creative parts of their jobs and connecting with students. And we’re providing Claude licenses, training, and community support to Teach For All’s global AI Literacy and Creator Collective, which helps teachers across 63 countries build AI fluency and create tools that are relevant to their communities.

We’re also exploring how AI can help extend high-quality instruction. One-on-one human tutoring is among the most reliably effective interventions in education research, but it is also among the most expensive to deliver. With our partners, we are researching ways to integrate AI into tutoring that reduce its cost but retain its efficacy. We share educators’ concerns about cognitive offloading and skill erosion, so we prioritize research on when and how AI tutoring can be most helpful, model training and product improvements to resist such cognitive offloading, and deployments that keep teachers involved in the learning process.

At the university level, educators are considering how AI might speed up scientific research, and how they can prepare students for a fast-changing labor market. We partner closely with institutions like Western Governors University to study these areas, including new approaches to learning and credentialing that keep up with the pace of change. In parallel, Claude for Higher Education brings Claude to campuses with a tutor-like “learning mode” for students and training resources for educators.

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