A platform that instruments agent workflows (including multi-agent and A2A orchestration) to trace tool calls, capture data-grounding failures, and surface regressions across LLM providers like OpenAI, Anthropic, and Vertex AI. It provides evaluation harnesses, replay/debugging, and guardrails so engineering teams can ship agents into production with confidence instead of one-off glue code.

Job postings across data infrastructure, SaaS, fintech, aerospace, and observability companies are simultaneously demanding hands-on experience deploying LLM agents in production, signaling that agentic workflows have moved from prototypes to load-bearing systems that need dedicated reliability tooling.