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.


In past waves of technological innovation, the positive impacts were concentrated in a few regions and occupations before spreading slowly and unevenly. In contrast, AI is changing how we work at an accelerated pace. Anthropic’s Economic Index tracks AI’s impact on the labor market, while our Economic Futures program studies potential policy responses. We build alongside partner organizations to help millions of workers and businesses succeed in the AI transition, while building the evidence base for future policy interventions at scale.

Our first focus area is putting AI to work for workers. Families lose out when the systems meant to support them are too complex to navigate. In the US, for example, an estimated $140 billion in government benefits go unclaimed every year. We’re partnering with organizations such as NextLadder Ventures, Code for America, and the National Domestic Workers Alliance to develop Claude-powered solutions that help workers navigate these systems and improve their economic security. We are also working with states like Maryland to improve benefits access and strengthen the safety net to better support workers in this AI transition.

Second is supporting workers as they build the skills and agency to thrive in the AI economy. With CodePath and Claude Corps, for example, we are developing new models for how workers can rapidly learn and apply AI skills as jobs evolve.

Third is enabling builders and their businesses. In the US, more than 36 million solo entrepreneurs and small and mid-sized businesses account for nearly half of America’s private sector employment, yet these businesses face persistent barriers to capital and constant administrative friction. With solutions like Claude for Small Business, we aim to help business owners manage their operations. And through partnerships with institutions like Pacific Community Ventures, we’re piloting projects that use AI to help businesses access capital investment and support services faster.

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