Amazon Web Services has launched a new internal organization for AI-focused forward-deployed engineers (FDEs), committing $1 billion to embed engineers directly within client companies to deploy purpose-built AI agents.

Announced by AWS VP of Frontier AI Francessca Vasquez, the new org will send teams of engineers to work temporarily at client sites, building and deploying agentic AI systems while training internal teams. "Customers leave AWS FDE deployments with both new solutions and new engineering capabilities," the announcement reads. "Along with agentic systems running in their own AWS environment, they gain lasting AI skills, workflows, and patterns they can use to innovate independently."

Pioneered by Palantir, the forward-deployed engineer model has become increasingly popular for managing complex AI deployments. In a typical FDE arrangement, an engineer from the contracting company works on-site with the client, allowing direct responsiveness to emerging opportunities or challenges.

The model allows much of the relevant technology to be reused between deployments while still being tailored to each company's specific needs. The main downside is the labor intensity — maintaining a full corps of FDE engineers requires significant headcount.

Both OpenAI and Anthropic have launched similar FDE joint ventures in recent months, valued at $4 billion and $1.5 billion respectively. In those cases, AI labs paired with private equity firms that provided both capital and client connections.

Amazon's $1 billion commitment represents internal resources rather than a joint venture, signaling AWS's intent to compete aggressively in the enterprise AI deployment space.