Chalk AI provides a toolchain for real-time AI inference, orchestrating feature pipelines, prompt evaluation, and model workflows. Open-source alternatives exist, but Chalk offers integrated, enterprise-ready orchestration, observability, and optimization for scalable, production-grade AI pipelines.