What is an AI orchestration layer? Architecture, benefits, and enterprise use cases (opens in new tab)

AI investments are multiplying, but coordination between models, agents, and data pipelines remains an afterthought in most enterprises. The result is predictable: duplicated workflows, inconsistent outputs, ungoverned decisions, and AI initiatives that never graduate from pilot to production. The AI orchestration layer is what closes that gap. It is the infrastructure that sits between your AI assets — models, agents, LLMs, data pipelines — and the business applications they serve, coordinat...