As new toolkits and services continue to emerge, discussions now involve professionals with expertise in data engineering, cloud architecture, and machine learning operations (MLOps).

Its composable infrastructure platform, Lemma, enables companies to seamlessly design, implement, and manage AI-powered workflows on critical paths. Thread AI is headquartered in New York.