AWS announced a $1 billion investment on July 2, 2026 in forward-deployed engineering, placing thousands of AI engineers directly within customer teams to help enterprises operationalize AI systems. The company stated that enterprise AI’s primary challenge has shifted from model selection to organizational integration and operational readiness, mirroring Microsoft’s similar announcement the same day.