OpenAI announced the launch of the OpenAI Deployment Company, a new effort designed to help organizations move from AI experimentation to real operational change.
The announcement matters because it names what many of us are seeing clearly: the next phase of AI will not be defined by access to tools alone. It will be defined by deploying people who can work inside organizations, understand real workflows, identify high-value use cases, prototype solutions, help teams adopt new systems, and turn AI capability into durable operating change.
At Pursuit, we have been investing in and building this model since September 2025.
The difference is who we are building it for. OpenAI is building the enterprise version of AI deployment. Pursuit is building the inclusive workforce version – one that brings AI deployment capacity to small businesses, nonprofits, and community-serving institutions while creating paid pathways into the AI economy for talented New Yorkers from nontraditional backgrounds.
That distinction matters. Large enterprises may be able to hire Forward Deployed Engineers, consultants, or dedicated AI transformation teams. But small businesses and nonprofits need this capacity too. And the workers trained for this new category can come from traditional tech pipelines. This is the promise of Pursuit’s AI Build Corps model.
AI deployment is not a robot, a chip, or a glowing AI interface. It is people gathered around laptops. They are listening, questioning, building, testing, and trying to understand how a new tool can solve a real problem in a real organization.
That is what AI deployment actually looks like. It is not abstract. It is operational. It is relational. It is deeply human. It requires someone who can sit with a team and ask:
What is the real problem?
What does the workflow look like today?
Where is time being lost?
What should not be automated?
What can be made easier?
What would help staff do their work better?
What would make this organization stronger?
That is the deployment layer. And it is becoming one of the most important workforce categories of the AI era.
In October 2025, Pursuit announced a pilot with Amazon and Google to help New York City small and medium-sized businesses adopt AI while creating new job pathways for local workers.
The model was straightforward: small businesses received AI adoption support, and Pursuit-trained AI Builders were matched with businesses to scope challenges, prototype solutions, and coach staff on how to integrate AI into daily operations.
At the SMB Showcase in December, we saw what that looked like in practice.
A Queens rapid prototyping and fabrication firm used AI to help translate dense client communications into clearer work orders while preserving the judgment of experienced managers.
A Brooklyn government contracting firm used AI to make complex RFPs easier to navigate, helping smaller businesses compete for opportunities that too often remain out of reach.
A community-serving mail center in Flushing used AI-enabled systems to improve clarity and consistency in operations while keeping customer relationships at the center.
These were not abstract demos. They were examples of AI deployment at the neighborhood level. And they showed us something important: AI does not have to replace people. In the right model, it can strengthen people, preserve expertise, reduce friction, and create new pathways into good jobs.
The same deployment challenge exists in the nonprofit sector. Nonprofits are closest to many of our communities’ most urgent needs. They provide housing support, legal services, youth development, workforce training, financial empowerment, arts and culture, community health, and so much more.
Many of these organizations are being asked to respond to rising needs with limited staff, limited technology budgets, and very little practical AI support. That is why, with support from the Mizuho USA Foundation’s FutureReady grant, Pursuit is launching the AI Nonprofit Build Corps.
The model is simple and powerful: train people in applied AI, pay them to work inside nonprofits, and support them as they build practical tools and capacity that organizations can actually use.
For nonprofits, this means access to technical talent and hands-on AI support that is often out of reach. For Builders, it means paid experience, portfolio-building, professional networks, and a pathway into the AI economy. For the city, it means stronger organizations serving communities more effectively.
Our Goldman Sachs nonprofit pilot showed us the first rung of that ladder.
In partnership with Goldman Sachs, Pursuit brought together nonprofit staff from Goldman Sachs Community Development Champions for a hands-on AI literacy experience. Participating non-profits did not just hear about AI. They worked through real use cases with our AI-native Builders in the room, side by side, helping them ask better questions and imagine what might be possible inside their own organizations.
That matters.
A workshop can spark confidence. It can reduce fear. It can build vocabulary. It can help people see that AI is not something happening “over there” in Silicon Valley, but something they can understand, shape, and apply.
But literacy is only the beginning. Organizations need more than awareness. They need capacity. They need people who can help turn ideas into systems. They need AI-native Builders.
Pursuit’s model goes beyond AI literacy. It integrates AI deployment into the workflow itself, helping organizations fully realize the benefits of AI.
OpenAI’s announcement validates the category. It confirms that the next phase of AI adoption will require people who get embedded inside organizations, understand workflows, connect technology to real operations, and help teams adopt new, sustainable systems.
As this becomes one of the next major AI workforce categories, we have to ask: who gets to participate? Will deployment talent be available only to large enterprises? Will the jobs go only to people from traditional tech pipelines? Will nonprofits, small businesses, and community-serving institutions be left waiting for enterprise practices to trickle down? Or can we build something different to make sure no one is left behind?
At Pursuit, we believe we can and are already doing this successfully.
We are building an AI economy where non-traditional talent becomes the deployment layer for organizations that would otherwise be left behind.
We are training people from low-income and historically excluded communities not only to use AI, but to build with it.
We are helping small medium businesses and nonprofits adopt AI in ways that are practical, affordable, responsible, and human-centered.
We are connecting learning to paid work, paid work to portfolios, and portfolios to long-lasting careers through apprenticeships.
This is the opportunity in front of us. This is the work Pursuit is building. The future of AI will not be built by tools alone. It will be built by people who can bring those tools into the messy, human, operational reality of organizations.
For AI deployment to become a pathway to opportunity, we have to build it intentionally now.
Pursuit is looking for partners across philanthropy, business, technology, and the nonprofit sector to help expand this model: organizations ready to host Builders, employers ready to define the next generation of AI deployment roles, and funders ready to invest in inclusive AI infrastructure.
Partner with Pursuit or learn more about AI Build Corps? Reach out to:
Devika Gopal Agge
devika@pursuit.org
