The product provides a control plane for agent engineering teams: workflow configuration, prompt versioning, A/B testing, behavior tuning, evaluation suites, deployment checks, and production monitoring. It integrates with common agent frameworks and gives teams a shared operational layer for reliability, testing, and lifecycle management.

Job postings show agentic AI moving from experimentation into production ownership, with companies explicitly hiring for full-lifecycle agent architecture, testing, deployment, and operations. As more businesses adopt multi-agent systems, the need for tooling around reliability and evaluation becomes urgent.