Amazon Web Services is creating a dedicated internal organization for forward-deployed engineers focused on artificial intelligence, backed by $1 billion in resources. The unit aims to embed engineers directly within client companies to deploy purpose-built AI agents.

The move follows OpenAI and Anthropic, which have already launched similar forward-deployed engineering teams. As organizations struggle to integrate AI into their operations, service providers are increasingly offering hands-on deployment support rather than just software or APIs.

Engineers on the new AWS team will prioritize fast deployments and helping customers achieve self-sufficiency with AI tools. The $1 billion investment underscores Amazon's commitment to capturing enterprise AI workloads as competition intensifies among cloud providers.

This initiative could reshape how enterprises adopt AI, shifting from buying off-the-shelf products to receiving embedded expertise. However, the model risks creating dependency on specific vendors, particularly if custom agents are deeply integrated into business processes.

Critics argue that forward-deployed engineering teams are expensive to scale and may blur lines between product development and consulting services, potentially straining margins at a time when cloud revenue growth is under scrutiny.