Sematic

Sematic is an open-source orchestration platform designed to help teams build, run, and manage end-to-end machine learning and AI pipelines. It focuses on making complex workflows reproducible, observable, and easier to maintain across development and production environments. By providing a unified framework for defining, executing, and tracking pipelines, Sematic reduces the operational overhead of ML and AI systems.

The platform allows users to define pipelines in Python as composable functions, enabling clear structure, type safety, and reusability. Sematic provides automatic tracking of pipeline runs, inputs, outputs, and intermediate artifacts, giving teams full lineage and reproducibility for experiments and production jobs. It integrates with common compute backends and infrastructure, allowing pipelines to scale from local development to distributed execution without major code changes. A web-based UI offers visibility into pipeline graphs, execution status, logs, and metrics, making debugging and monitoring more efficient.