A turnkey platform that wraps trained models (including LLMs and multimodal models) into production-grade APIs with built-in serving, autoscaling, throughput/compute optimization, and evaluation tooling. It provides connectors and SDKs so backend engineers can embed models into real-time workflows without rebuilding ML pipelines, model training infrastructure, or LLM serving stacks from scratch.

The explosion of GenAI and multimodal models has created urgent demand at every AI-driven company for production inference infrastructure, and companies from OpenAI to Abridge to Glean are all hiring the same role — a clear signal that the underlying capability should be a product, not a headcount line.