The platform applies observability ideas from software engineering to AI systems, capturing traces that can support monitoring, auditing and governance. That is especially relevant as agentic workflows span multiple tools and services.

AI teams increasingly need operational records that explain what a system did and why. Governance platforms built around telemetry could make compliance and incident review less ad hoc.