As organizations face challenges in AI integration, they are more willing to seek external assistance — leading service providers to establish new specialized groups to ensure they receive it.

On Tuesday, Amazon Web Services (AWS) introduced a new internal division dedicated to AI-targeted forward-deployed engineers. Engineers within this new unit will integrate into companies to implement custom-built agents, emphasizing rapid engagements and enabling customer autonomy.

In an announcement regarding the new organization, AWS VP of Frontier AI Francessca Vasquez highlighted that the organization would exceed the mere creation and maintenance of requested systems. “Clients exit AWS FDE deployments equipped with both innovative solutions and enhanced engineering capabilities,” the announcement states. “In addition to agentic systems operating within their own AWS environment, they acquire enduring AI competencies, workflows, and frameworks that they can leverage for independent innovation.”

Amazon has committed $1 billion to this new organization, although this amount pertains to internal Amazon assets rather than a joint venture or standard investment. 

The forward-deployed engineer (FDE) model, first developed by Palantir, has gained traction as a method for managing AI implementations. In a standard FDE setup, an engineer from the contracting firm (in this instance, AWS) temporarily assists the client during the system establishment, allowing for immediate responses to internal opportunities or issues as they arise. 

Within the FDE framework, much of the applicable technology can be reused across different deployments while still being customized to fit each company’s distinct requirements and workflows. It additionally provides the client organization with a surge of expertise and places the primary responsibility for deployment with the contractor. The main drawback is the labor requirement, as it necessitates maintaining a full team of FDE engineers to install and manage the organization’s technology.

Both OpenAI and Anthropic have recently initiated their own FDE partnerships, valued at $4 billion and $1.5 billion, respectively. In these instances, the AI laboratories collaborated with private equity firms, which supplied the funding needed to launch and facilitated connections with corporate clients within their portfolios.