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.


Within Anthropic’s broader life sciences efforts, our beneficial deployments focus on the diseases and patients the market tends to overlook. Funding for drug development is largely informed by potential market size, which leaves behind patients suffering from less common diseases and those unable to access or afford treatment. An estimated 300 to 400 million people live with one of more than 7,000 rare diseases, yet fewer than 5% of those diseases have an approved therapy, and most patients wait five to seven years for a diagnosis. Hundreds of millions more contract neglected tropical diseases each year, yet disease surveillance is too thin to guide intervention, and existing therapies are often directed at diseases that circulate in wealthier countries. By collaborating with clinical researchers, patient organizations, and data scientists through grants, hackathons, and other research initiatives, we aim to gain a better understanding of where AI can address these challenges.

It’s already possible to develop diagnostics or drugs for many neglected diseases because the underlying mechanisms are well understood. Unfortunately, this is not true for many other illnesses, such as Alzheimer’s disease, mental health conditions, and various kinds of cancer. Here, we must continue to do the kind of basic research that broadens the scientific frontier. Modern biological research generates massive amounts of data, yet turning that data into validated findings still depends on manual processes that can’t easily scale alongside the rate at which data is produced. Through our partnerships, we’re exploring the use of AI agents to collect and analyze data, and throughout the process of scientific discovery.

To push the frontier of science, we also are making broad investments in model training and product development, including Claude Science, an AI workbench for scientific research. Over the past months, our research teams have made substantial progress on deepening specific scientific capabilities in domains such as chemistry, bioinformatics, protein design, and more.

And given that transformative discoveries emerge through experimentation, we’re putting Claude in the hands of as many scientists as possible through our AI for Science grant program, which offers usage credits to qualified researchers, and a Claude Team plan for Scientists, which offers principal investigators discounted access to apps like Claude Science.

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