Beneficial deployment
Bringing AI where it does the most good
AI will change how economies grow and how people learn. We believe its benefits should reach workers, small businesses and students as well.
Our beneficial deployment work focuses on two areas where Brazil has the most to gain: safety — privacy, security and human oversight — and economic mobility through professional services. In each one, we work with partners on the ground, deploy systems on their own infrastructure and measure what changes.
01 / 02Safety
Privacy and safety by design
As intelligent systems enter companies, they touch personal data, contracts and decisions. Privacy and safety cannot be added at the end; they have to shape how systems are built and where they run.
- 01
Privacy
Systems that run on your own infrastructure, so personal and confidential data never leave the organization.
- 02
Security
Models and agents tested against leaks, manipulation and misuse, before and after deployment.
- 03
Oversight
Human checkpoints and traceable outputs, so every important decision can be reviewed and explained.
02 / 02Economic mobility
Professional services within everyone's reach
Law, accounting and consulting firms carry much of the economy's knowledge work, yet they grow by hiring more people for the same tasks — and their services stay out of reach for many small businesses and workers.
- 01
Firms
Agents that run complete workflows, from request to delivery, with professionals reviewing and signing.
- 02
Small businesses
Legal, accounting and management services that were once out of reach, now within it.
- 03
Workers
Training and tools that help people take on new, higher-value work as their jobs change.